Update all files with new citeproc-org package

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Thomas Dehaeze 2020-08-17 23:00:20 +02:00
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@ -9,7 +9,7 @@ Tags
Reference Reference
: <sup id="279b5558de3a8131b329a9ba1a99e4f8"><a class="reference-link" href="#alkhatib03_activ_struc_vibrat_contr" title="Rabih Alkhatib \&amp; Golnaraghi, Active Structural Vibration Control: a Review, {The Shock and Vibration Digest}, v(5), 367-383 (2003).">(Rabih Alkhatib \& Golnaraghi, 2003)</a></sup> : ([Alkhatib and Golnaraghi 2003](#org701171b))
Author(s) Author(s)
: Alkhatib, R., & Golnaraghi, M. F. : Alkhatib, R., & Golnaraghi, M. F.
@ -123,12 +123,12 @@ Uncertainty can be divided into four types:
- neglected nonlinearities - neglected nonlinearities
The \\(\mathcal{H}\_\infty\\) controller is developed to address uncertainty by systematic means. The \\(\mathcal{H}\_\infty\\) controller is developed to address uncertainty by systematic means.
A general block diagram of the control system is shown figure [1](#orgb7a9ee5). A general block diagram of the control system is shown figure [1](#orgb5f10b2).
A **frequency shaped filter** \\(W(s)\\) coupled to selected inputs and outputs of the plant is included. A **frequency shaped filter** \\(W(s)\\) coupled to selected inputs and outputs of the plant is included.
The outputs of this frequency shaped filter define the error ouputs used to evaluate the system performance and generate the **cost** that will be used in the design process. The outputs of this frequency shaped filter define the error ouputs used to evaluate the system performance and generate the **cost** that will be used in the design process.
<a id="orgb7a9ee5"></a> <a id="orgb5f10b2"></a>
{{< figure src="/ox-hugo/alkhatib03_hinf_control.png" caption="Figure 1: Block diagram for robust control" >}} {{< figure src="/ox-hugo/alkhatib03_hinf_control.png" caption="Figure 1: Block diagram for robust control" >}}
@ -200,11 +200,11 @@ Two different methods
## Active Control Effects on the System {#active-control-effects-on-the-system} ## Active Control Effects on the System {#active-control-effects-on-the-system}
<a id="org352d1a3"></a> <a id="orgb195fbc"></a>
{{< figure src="/ox-hugo/alkhatib03_1dof_control.png" caption="Figure 2: 1 DoF control of a spring-mass-damping system" >}} {{< figure src="/ox-hugo/alkhatib03_1dof_control.png" caption="Figure 2: 1 DoF control of a spring-mass-damping system" >}}
Consider the control system figure [2](#org352d1a3), the equation of motion of the system is: Consider the control system figure [2](#orgb195fbc), the equation of motion of the system is:
\\[ m\ddot{x} + c\dot{x} + kx = f\_a + f \\] \\[ m\ddot{x} + c\dot{x} + kx = f\_a + f \\]
The controller force can be expressed as: \\(f\_a = -g\_a \ddot{x} + g\_v \dot{x} + g\_d x\\). The equation of motion becomes: The controller force can be expressed as: \\(f\_a = -g\_a \ddot{x} + g\_v \dot{x} + g\_d x\\). The equation of motion becomes:
@ -224,5 +224,7 @@ The problem of optimizing the locations of the actuators can be more significant
If the actuator is placed at the wrong location, the system will require a greater force control. In that case, the system is said to have a **low degree of controllability**. If the actuator is placed at the wrong location, the system will require a greater force control. In that case, the system is said to have a **low degree of controllability**.
# Bibliography
<a class="bibtex-entry" id="alkhatib03_activ_struc_vibrat_contr">Alkhatib, R., & Golnaraghi, M. F., *Active structural vibration control: a review*, The Shock and Vibration Digest, *35(5)*, 367383 (2003). http://dx.doi.org/10.1177/05831024030355002</a> [](#279b5558de3a8131b329a9ba1a99e4f8) ## Bibliography {#bibliography}
<a id="org701171b"></a>Alkhatib, Rabih, and M. F. Golnaraghi. 2003. “Active Structural Vibration Control: A Review.” _The Shock and Vibration Digest_ 35 (5):36783. <https://doi.org/10.1177/05831024030355002>.

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@ -8,7 +8,7 @@ Tags
: [HAC-HAC]({{< relref "hac_hac" >}}) : [HAC-HAC]({{< relref "hac_hac" >}})
Reference Reference
: <sup id="4970865a21830fff7b1daeec187bfa68"><a class="reference-link" href="#bryson93_contr_spacec_aircr" title="Bryson, Control of Spacecraft and Aircraft, Princeton university press Princeton, New Jersey (1993).">(Bryson, 1993)</a></sup> : ([Bryson 1993](#orgcd1f1a3))
Author(s) Author(s)
: Bryson, A. E. : Bryson, A. E.
@ -41,11 +41,13 @@ Year
> LAC uses a co-located rate sensor to add damping to all the vibratory modes (but not the rigid-body mode). > LAC uses a co-located rate sensor to add damping to all the vibratory modes (but not the rigid-body mode).
> HAC uses a separated displacement sensor to stabilize the rigid body mode, which slightly decreases the damping of the vibratory modes but not enough to produce instability (called "spillover") > HAC uses a separated displacement sensor to stabilize the rigid body mode, which slightly decreases the damping of the vibratory modes but not enough to produce instability (called "spillover")
<a id="orgdde3e8f"></a> <a id="org3548362"></a>
{{< figure src="/ox-hugo/bryson93_hac_lac.png" caption="Figure 1: HAC-LAC control concept" >}} {{< figure src="/ox-hugo/bryson93_hac_lac.png" caption="Figure 1: HAC-LAC control concept" >}}
> LAC/HAC is usually insensitive to small deviation of the plant dynamics away from the design values, that is, it is **robust** to plant parameter changes. > LAC/HAC is usually insensitive to small deviation of the plant dynamics away from the design values, that is, it is **robust** to plant parameter changes.
# Bibliography
<a class="bibtex-entry" id="bryson93_contr_spacec_aircr">Bryson, A. E., *Control of spacecraft and aircraft* (1993), : Princeton university press Princeton, New Jersey.</a> [](#4970865a21830fff7b1daeec187bfa68) ## Bibliography {#bibliography}
<a id="orgcd1f1a3"></a>Bryson, Arthur Earl. 1993. _Control of Spacecraft and Aircraft_. Princeton university press Princeton, New Jersey.

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@ -8,7 +8,7 @@ Tags
: [Multivariable Control]({{< relref "multivariable_control" >}}), [Positioning Stations]({{< relref "positioning_stations" >}}) : [Multivariable Control]({{< relref "multivariable_control" >}}), [Positioning Stations]({{< relref "positioning_stations" >}})
Reference Reference
: <sup id="6a014e3a2ee3e41d20bd0644654c56f0"><a class="reference-link" href="#butler11_posit_contr_lithog_equip" title="Hans Butler, Position Control in Lithographic Equipment, {IEEE Control Systems}, v(5), 28-47 (2011).">(Hans Butler, 2011)</a></sup> : ([Butler 2011](#orgc5e178d))
Author(s) Author(s)
: Butler, H. : Butler, H.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 2011 : 2011
# Bibliography
<a class="bibtex-entry" id="butler11_posit_contr_lithog_equip">Butler, H., *Position control in lithographic equipment*, IEEE Control Systems, *31(5)*, 2847 (2011). http://dx.doi.org/10.1109/mcs.2011.941882</a> [](#6a014e3a2ee3e41d20bd0644654c56f0) ## Bibliography {#bibliography}
<a id="orgc5e178d"></a>Butler, Hans. 2011. “Position Control in Lithographic Equipment.” _IEEE Control Systems_ 31 (5):2847. <https://doi.org/10.1109/mcs.2011.941882>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}})
Reference Reference
: ([Chen and McInroy 2000](#orgd504c56)) : ([Chen and McInroy 2000](#org9682dcf))
Author(s) Author(s)
: Chen, Y., & McInroy, J. : Chen, Y., & McInroy, J.
@ -43,9 +43,9 @@ The algorithm derived herein removes these constraints, thus greatly expanding t
## Dynamic Model of Flexure Jointed Hexapods {#dynamic-model-of-flexure-jointed-hexapods} ## Dynamic Model of Flexure Jointed Hexapods {#dynamic-model-of-flexure-jointed-hexapods}
The derivation of the dynamic model is done in ([McInroy 1999](#orgbf9df90)) ([Notes]({{< relref "mcinroy99_dynam" >}})). The derivation of the dynamic model is done in ([McInroy 1999](#org629610e)) ([Notes]({{< relref "mcinroy99_dynam" >}})).
<a id="org56416c1"></a> <a id="org69c9396"></a>
{{< figure src="/ox-hugo/chen00_flexure_hexapod.png" caption="Figure 1: A flexured joint Hexapod. {P} is a cartesian coordiante frame located at (and rigidly connected to) the payload's center of mass. {B} is a frame attached to the (possibly moving) base, and {U} is a universal inertial frame of reference" >}} {{< figure src="/ox-hugo/chen00_flexure_hexapod.png" caption="Figure 1: A flexured joint Hexapod. {P} is a cartesian coordiante frame located at (and rigidly connected to) the payload's center of mass. {B} is a frame attached to the (possibly moving) base, and {U} is a universal inertial frame of reference" >}}
@ -102,6 +102,6 @@ where
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orgd504c56"></a>Chen, Yixin, and J.E. McInroy. 2000. “Identification and Decoupling Control of Flexure Jointed Hexapods.” In _Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065)_, nil. <https://doi.org/10.1109/robot.2000.844878>. <a id="org9682dcf"></a>Chen, Yixin, and J.E. McInroy. 2000. “Identification and Decoupling Control of Flexure Jointed Hexapods.” In _Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065)_, nil. <https://doi.org/10.1109/robot.2000.844878>.
<a id="orgbf9df90"></a>McInroy, J.E. 1999. “Dynamic Modeling of Flexure Jointed Hexapods for Control Purposes.” In _Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328)_, nil. <https://doi.org/10.1109/cca.1999.806694>. <a id="org629610e"></a>McInroy, J.E. 1999. “Dynamic Modeling of Flexure Jointed Hexapods for Control Purposes.” In _Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328)_, nil. <https://doi.org/10.1109/cca.1999.806694>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: ([Claeyssen et al. 2007](#org3151b14)) : ([Claeyssen et al. 2007](#org28b5d9a))
Author(s) Author(s)
: Claeyssen, F., Letty, R. L., Barillot, F., & Sosnicki, O. : Claeyssen, F., Letty, R. L., Barillot, F., & Sosnicki, O.
@ -37,4 +37,4 @@ The prestress design allows a peak force equal to half the blocked force.
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org3151b14"></a>Claeyssen, Frank, R. Le Letty, F. Barillot, and O. Sosnicki. 2007. “Amplified Piezoelectric Actuators: Static & Dynamic Applications.” _Ferroelectrics_ 351 (1):314. <https://doi.org/10.1080/00150190701351865>. <a id="org28b5d9a"></a>Claeyssen, Frank, R. Le Letty, F. Barillot, and O. Sosnicki. 2007. “Amplified Piezoelectric Actuators: Static & Dynamic Applications.” _Ferroelectrics_ 351 (1):314. <https://doi.org/10.1080/00150190701351865>.

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@ -8,7 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="2d69d483f210ca387ca8061596ec27ea"><a class="reference-link" href="#collette11_review_activ_vibrat_isolat_strat" title="Christophe Collette, Stef Janssens \&amp; Kurt Artoos, Review of Active Vibration Isolation Strategies, {Recent Patents on Mechanical Engineeringe}, v(3), 212-219 (2011).">(Christophe Collette {\it et al.}, 2011)</a></sup> : ([Collette, Janssens, and Artoos 2011](#org94d4ab9))
Author(s) Author(s)
: Collette, C., Janssens, S., & Artoos, K. : Collette, C., Janssens, S., & Artoos, K.
@ -71,9 +71,11 @@ The general expression of the force delivered by the actuator is \\(f = g\_a \dd
## Conclusions {#conclusions} ## Conclusions {#conclusions}
<a id="org4270456"></a> <a id="org9eb39a5"></a>
{{< figure src="/ox-hugo/collette11_comp_isolation_strategies.png" caption="Figure 1: Comparison of Active Vibration Isolation Strategies" >}} {{< figure src="/ox-hugo/collette11_comp_isolation_strategies.png" caption="Figure 1: Comparison of Active Vibration Isolation Strategies" >}}
# Bibliography
<a class="bibtex-entry" id="collette11_review_activ_vibrat_isolat_strat">Collette, C., Janssens, S., & Artoos, K., *Review of active vibration isolation strategies*, Recent Patents on Mechanical Engineeringe, *4(3)*, 212219 (2011). http://dx.doi.org/10.2174/2212797611104030212</a> [](#2d69d483f210ca387ca8061596ec27ea) ## Bibliography {#bibliography}
<a id="org94d4ab9"></a>Collette, Christophe, Stef Janssens, and Kurt Artoos. 2011. “Review of Active Vibration Isolation Strategies.” _Recent Patents on Mechanical Engineeringe_ 4 (3):21219. <https://doi.org/10.2174/2212797611104030212>.

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@ -8,8 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Sensor Fusion]({{< relref "sensor_fusion" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Sensor Fusion]({{< relref "sensor_fusion" >}})
Reference Reference
: <sup id="1223611da2f9b157af97503a4fec7631"><a class="reference-link" href="#collette14_vibrat" title="Collette \&amp; Matichard, Vibration control of flexible structures using fusion of inertial sensors and hyper-stable actuator-sensor pairs, in in: {International Conference on Noise and Vibration Engineering : ([Collette and Matichard 2014](#org6ed3ef2))
(ISMA2014)}, edited by (2014)">(Collette \& Matichard, 2014)</a></sup>
Author(s) Author(s)
: Collette, C., & Matichard, F. : Collette, C., & Matichard, F.
@ -100,5 +99,7 @@ Three types of sensors have been considered for the high frequency part of the f
- The fusion with an **accelerometre** is used to increase the loop gain. However, as the accelerometer is not dual with the actuator, there is no guaranty stability when the isolation stage is mounted on a flexible support. - The fusion with an **accelerometre** is used to increase the loop gain. However, as the accelerometer is not dual with the actuator, there is no guaranty stability when the isolation stage is mounted on a flexible support.
- The fusion with a **force sensor** can be used to increase the loop gain with little effect on the compliance and passive isolation, provided that the blend is possible and that no active damping of flexible modes is required. - The fusion with a **force sensor** can be used to increase the loop gain with little effect on the compliance and passive isolation, provided that the blend is possible and that no active damping of flexible modes is required.
# Bibliography
<a class="bibtex-entry" id="collette14_vibrat">Collette, C., & Matichard, F., *Vibration control of flexible structures using fusion of inertial sensors and hyper-stable actuator-sensor pairs*, In , International Conference on Noise and Vibration Engineering (ISMA2014) (pp. ) (2014). : .</a> [](#1223611da2f9b157af97503a4fec7631) ## Bibliography {#bibliography}
<a id="org6ed3ef2"></a>Collette, C., and F Matichard. 2014. “Vibration Control of Flexible Structures Using Fusion of Inertial Sensors and Hyper-Stable Actuator-Sensor Pairs.” In _International Conference on Noise and Vibration Engineering (ISMA2014)_.

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@ -8,7 +8,7 @@ Tags
: [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="7772841a8f05142ec30f0f6daae20932"><a class="reference-link" href="#collette15_sensor_fusion_method_high_perfor" title="Collette \&amp; Matichard, Sensor Fusion Methods for High Performance Active Vibration Isolation Systems, {Journal of Sound and Vibration}, v(nil), 1-21 (2015).">(Collette \& Matichard, 2015)</a></sup> : ([Collette and Matichard 2015](#orgec71140))
Author(s) Author(s)
: Collette, C., & Matichard, F. : Collette, C., & Matichard, F.
@ -24,5 +24,7 @@ The stability margins of the controller can be significantly increased with no o
- the high frequency sensor and the actuator are dual - the high frequency sensor and the actuator are dual
- there exists a bandwidth where we can superimpose the open loop transfer functions obtained with the two sensors. - there exists a bandwidth where we can superimpose the open loop transfer functions obtained with the two sensors.
# Bibliography
<a class="bibtex-entry" id="collette15_sensor_fusion_method_high_perfor">Collette, C., & Matichard, F., *Sensor fusion methods for high performance active vibration isolation systems*, Journal of Sound and Vibration, *342(nil)*, 121 (2015). http://dx.doi.org/10.1016/j.jsv.2015.01.006</a> [](#7772841a8f05142ec30f0f6daae20932) ## Bibliography {#bibliography}
<a id="orgec71140"></a>Collette, C., and F. Matichard. 2015. “Sensor Fusion Methods for High Performance Active Vibration Isolation Systems.” _Journal of Sound and Vibration_ 342 (nil):121. <https://doi.org/10.1016/j.jsv.2015.01.006>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}})
Reference Reference
: ([Dasgupta and Mruthyunjaya 2000](#orge03a23b)) : ([Dasgupta and Mruthyunjaya 2000](#org4f597ec))
Author(s) Author(s)
: Dasgupta, B., & Mruthyunjaya, T. : Dasgupta, B., & Mruthyunjaya, T.
@ -36,4 +36,4 @@ The generalized Stewart platforms consists of two rigid bodies (referred to as t
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orge03a23b"></a>Dasgupta, Bhaskar, and T.S. Mruthyunjaya. 2000. “The Stewart Platform Manipulator: A Review.” _Mechanism and Machine Theory_ 35 (1):1540. <https://doi.org/10.1016/s0094-114x(99)>00006-3. <a id="org4f597ec"></a>Dasgupta, Bhaskar, and T.S. Mruthyunjaya. 2000. “The Stewart Platform Manipulator: A Review.” _Mechanism and Machine Theory_ 35 (1):1540. <https://doi.org/10.1016/s0094-114x(99)>00006-3.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: <sup id="8ce53b8a612ce8ae3eb616cd1ed05630"><a class="reference-link" href="#devasia07_survey_contr_issues_nanop" title="Devasia, Eleftheriou, Moheimani \&amp; SO Reza, A Survey of Control Issues in Nanopositioning, {IEEE Transactions on Control Systems Technology}, v(5), 802--823 (2007).">(Devasia {\it et al.}, 2007)</a></sup> : ([Devasia, Eleftheriou, and Moheimani 2007](#org967030a))
Author(s) Author(s)
: Devasia, S., Eleftheriou, E., & Moheimani, S. R. : Devasia, S., Eleftheriou, E., & Moheimani, S. R.
@ -22,9 +22,11 @@ Year
- Interesting analysis about Bandwidth-Precision-Range tradeoffs - Interesting analysis about Bandwidth-Precision-Range tradeoffs
- Control approaches for piezoelectric actuators: feedforward, Feedback, Iterative, Sensorless controls - Control approaches for piezoelectric actuators: feedforward, Feedback, Iterative, Sensorless controls
<a id="org103305d"></a> <a id="org178295f"></a>
{{< figure src="/ox-hugo/devasia07_piezoelectric_tradeoff.png" caption="Figure 1: Tradeoffs between bandwidth, precision and range" >}} {{< figure src="/ox-hugo/devasia07_piezoelectric_tradeoff.png" caption="Figure 1: Tradeoffs between bandwidth, precision and range" >}}
# Bibliography
<a class="bibtex-entry" id="devasia07_survey_contr_issues_nanop">Devasia, S., Eleftheriou, E., & Moheimani, S. R., *A survey of control issues in nanopositioning*, IEEE Transactions on Control Systems Technology, *15(5)*, 802823 (2007). </a> [](#8ce53b8a612ce8ae3eb616cd1ed05630) ## Bibliography {#bibliography}
<a id="org967030a"></a>Devasia, Santosh, Evangelos Eleftheriou, and SO Reza Moheimani. 2007. “A Survey of Control Issues in Nanopositioning.” _IEEE Transactions on Control Systems Technology_ 15 (5). IEEE:80223.

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@ -4,11 +4,16 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Piezoelectric Actuators]({{< relref "piezoelectric_actuators" >}})
- [Force Sensors]({{< relref "force_sensors" >}})
Tags Tags
: [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Force Sensors]({{< relref "force_sensors" >}}) : [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Force Sensors]({{< relref "force_sensors" >}})
Reference Reference
: ([Fleming 2010](#org37731c2)) : ([Fleming 2010](#org6fe1b59))
Author(s) Author(s)
: Fleming, A. : Fleming, A.
@ -31,7 +36,7 @@ Year
## Model of a multi-layer monolithic piezoelectric stack actuator {#model-of-a-multi-layer-monolithic-piezoelectric-stack-actuator} ## Model of a multi-layer monolithic piezoelectric stack actuator {#model-of-a-multi-layer-monolithic-piezoelectric-stack-actuator}
<a id="orgae51a2c"></a> <a id="orgb6bab68"></a>
{{< figure src="/ox-hugo/fleming10_piezo_model.png" caption="Figure 1: Schematic of a multi-layer monolithic piezoelectric stack actuator model" >}} {{< figure src="/ox-hugo/fleming10_piezo_model.png" caption="Figure 1: Schematic of a multi-layer monolithic piezoelectric stack actuator model" >}}
@ -116,10 +121,4 @@ The capacitance of a piezoelectric stack is typically between \\(1 \mu F\\) and
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org37731c2"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>. <a id="org6fe1b59"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>.
## Backlinks {#backlinks}
- [Force Sensors]({{< relref "force_sensors" >}})
- [Piezoelectric Actuators]({{< relref "piezoelectric_actuators" >}})

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@ -9,8 +9,7 @@ Tags
Reference Reference
: <sup id="a1cc9b70316a7dda2f652efd146caf84"><a class="reference-link" href="#fleming12_estim" title="Andrew Fleming, Estimating the resolution of nanopositioning systems from frequency domain data, nil, in in: {2012 IEEE International Conference on Robotics and : ([Fleming 2012](#org8c231e4))
Automation}, edited by (2012)">(Andrew Fleming, 2012)</a></sup>
Author(s) Author(s)
: Fleming, A. J. : Fleming, A. J.
@ -18,5 +17,7 @@ Author(s)
Year Year
: 2012 : 2012
# Bibliography
<a class="bibtex-entry" id="fleming12_estim">Fleming, A. J., *Estimating the resolution of nanopositioning systems from frequency domain data*, In , 2012 IEEE International Conference on Robotics and Automation (pp. ) (2012). : .</a> [](#a1cc9b70316a7dda2f652efd146caf84) ## Bibliography {#bibliography}
<a id="org8c231e4"></a>Fleming, Andrew J. 2012. “Estimating the Resolution of Nanopositioning Systems from Frequency Domain Data.” In _2012 IEEE International Conference on Robotics and Automation_, nil. <https://doi.org/10.1109/icra.2012.6224850>.

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@ -4,11 +4,15 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Position Sensors]({{< relref "position_sensors" >}})
Tags Tags
: [Position Sensors]({{< relref "position_sensors" >}}) : [Position Sensors]({{< relref "position_sensors" >}})
Reference Reference
: ([Fleming 2013](#org66efc4b)) : ([Fleming 2013](#orgd570a34))
Author(s) Author(s)
: Fleming, A. J. : Fleming, A. J.
@ -33,7 +37,7 @@ Usually quoted as a percentage of the fill-scale range (FSR):
With \\(e\_m(v)\\) is the mapping error. With \\(e\_m(v)\\) is the mapping error.
<a id="org51fba0c"></a> <a id="org4080fd5"></a>
{{< figure src="/ox-hugo/fleming13_mapping_error.png" caption="Figure 1: The actual position versus the output voltage of a position sensor. The calibration function \\(f\_{cal}(v)\\) is an approximation of the sensor mapping function \\(f\_a(v)\\) where \\(v\\) is the voltage resulting from a displacement \\(x\\). \\(e\_m(v)\\) is the residual error." >}} {{< figure src="/ox-hugo/fleming13_mapping_error.png" caption="Figure 1: The actual position versus the output voltage of a position sensor. The calibration function \\(f\_{cal}(v)\\) is an approximation of the sensor mapping function \\(f\_a(v)\\) where \\(v\\) is the voltage resulting from a displacement \\(x\\). \\(e\_m(v)\\) is the residual error." >}}
@ -42,7 +46,7 @@ With \\(e\_m(v)\\) is the mapping error.
If the shape of the mapping function actually varies with time, the maximum error due to drift must be evaluated by finding the worst-case mapping error. If the shape of the mapping function actually varies with time, the maximum error due to drift must be evaluated by finding the worst-case mapping error.
<a id="org2b35a7e"></a> <a id="org119a172"></a>
{{< figure src="/ox-hugo/fleming13_drift_stability.png" caption="Figure 2: The worst case range of a linear mapping function \\(f\_a(v)\\) for a given error in sensitivity and offset." >}} {{< figure src="/ox-hugo/fleming13_drift_stability.png" caption="Figure 2: The worst case range of a linear mapping function \\(f\_a(v)\\) for a given error in sensitivity and offset." >}}
@ -147,9 +151,9 @@ The empirical rule states that there is a \\(99.7\%\\) probability that a sample
This if we define the resolution as \\(\delta = 6 \sigma\\), we will referred to as the \\(6\sigma\text{-resolution}\\). This if we define the resolution as \\(\delta = 6 \sigma\\), we will referred to as the \\(6\sigma\text{-resolution}\\).
Another important parameter that must be specified when quoting resolution is the sensor bandwidth. Another important parameter that must be specified when quoting resolution is the sensor bandwidth.
There is usually a trade-off between bandwidth and resolution (figure [3](#org40574f2)). There is usually a trade-off between bandwidth and resolution (figure [3](#org690dbcf)).
<a id="org40574f2"></a> <a id="org690dbcf"></a>
{{< figure src="/ox-hugo/fleming13_tradeoff_res_bandwidth.png" caption="Figure 3: The resolution versus banwidth of a position sensor." >}} {{< figure src="/ox-hugo/fleming13_tradeoff_res_bandwidth.png" caption="Figure 3: The resolution versus banwidth of a position sensor." >}}
@ -184,9 +188,4 @@ A convenient method for reporting this ratio is in parts-per-million (ppm):
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org66efc4b"></a>Fleming, Andrew J. 2013. “A Review of Nanometer Resolution Position Sensors: Operation and Performance.” _Sensors and Actuators a: Physical_ 190 (nil):10626. <https://doi.org/10.1016/j.sna.2012.10.016>. <a id="orgd570a34"></a>Fleming, Andrew J. 2013. “A Review of Nanometer Resolution Position Sensors: Operation and Performance.” _Sensors and Actuators a: Physical_ 190 (nil):10626. <https://doi.org/10.1016/j.sna.2012.10.016>.
## Backlinks {#backlinks}
- [Position Sensors]({{< relref "position_sensors" >}})

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}})
Reference Reference
: ([Furqan, Suhaib, and Ahmad 2017](#org5774b90)) : ([Furqan, Suhaib, and Ahmad 2017](#org12ef37a))
Author(s) Author(s)
: Furqan, M., Suhaib, M., & Ahmad, N. : Furqan, M., Suhaib, M., & Ahmad, N.
@ -21,4 +21,4 @@ Lots of references.
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org5774b90"></a>Furqan, Mohd, Mohd Suhaib, and Nazeer Ahmad. 2017. “Studies on Stewart Platform Manipulator: A Review.” _Journal of Mechanical Science and Technology_ 31 (9):445970. <https://doi.org/10.1007/s12206-017-0846-1>. <a id="org12ef37a"></a>Furqan, Mohd, Mohd Suhaib, and Nazeer Ahmad. 2017. “Studies on Stewart Platform Manipulator: A Review.” _Journal of Mechanical Science and Technology_ 31 (9):445970. <https://doi.org/10.1007/s12206-017-0846-1>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}})
Reference Reference
: ([Furutani, Suzuki, and Kudoh 2004](#org934975a)) : ([Furutani, Suzuki, and Kudoh 2004](#org9e7f4c5))
Author(s) Author(s)
: Furutani, K., Suzuki, M., & Kudoh, R. : Furutani, K., Suzuki, M., & Kudoh, R.
@ -37,4 +37,4 @@ Then, it is fitted with 4th order polynomial and included in the control archite
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org934975a"></a>Furutani, Katsushi, Michio Suzuki, and Ryusei Kudoh. 2004. “Nanometre-Cutting Machine Using a Stewart-Platform Parallel Mechanism.” _Measurement Science and Technology_ 15 (2):46774. <https://doi.org/10.1088/0957-0233/15/2/022>. <a id="org9e7f4c5"></a>Furutani, Katsushi, Michio Suzuki, and Ryusei Kudoh. 2004. “Nanometre-Cutting Machine Using a Stewart-Platform Parallel Mechanism.” _Measurement Science and Technology_ 15 (2):46774. <https://doi.org/10.1088/0957-0233/15/2/022>.

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@ -8,7 +8,7 @@ Tags
: [Position Sensors]({{< relref "position_sensors" >}}) : [Position Sensors]({{< relref "position_sensors" >}})
Reference Reference
: ([Gao et al. 2015](#org3775d30)) : ([Gao et al. 2015](#org0a9ecf7))
Author(s) Author(s)
: Gao, W., Kim, S., Bosse, H., Haitjema, H., Chen, Y., Lu, X., Knapp, W., … : Gao, W., Kim, S., Bosse, H., Haitjema, H., Chen, Y., Lu, X., Knapp, W., …
@ -19,4 +19,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org3775d30"></a>Gao, W., S.W. Kim, H. Bosse, H. Haitjema, Y.L. Chen, X.D. Lu, W. Knapp, A. Weckenmann, W.T. Estler, and H. Kunzmann. 2015. “Measurement Technologies for Precision Positioning.” _CIRP Annals_ 64 (2):77396. <https://doi.org/10.1016/j.cirp.2015.05.009>. <a id="org0a9ecf7"></a>Gao, W., S.W. Kim, H. Bosse, H. Haitjema, Y.L. Chen, X.D. Lu, W. Knapp, A. Weckenmann, W.T. Estler, and H. Kunzmann. 2015. “Measurement Technologies for Precision Positioning.” _CIRP Annals_ 64 (2):77396. <https://doi.org/10.1016/j.cirp.2015.05.009>.

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@ -8,7 +8,7 @@ Tags
: [Multivariable Control]({{< relref "multivariable_control" >}}) : [Multivariable Control]({{< relref "multivariable_control" >}})
Reference Reference
: ([Garg 2007](#org2f331c4)) : ([Garg 2007](#org1da9ec5))
Author(s) Author(s)
: Garg, S. : Garg, S.
@ -37,4 +37,4 @@ The control rate should be weighted appropriately in order to not saturate the s
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org2f331c4"></a>Garg, Sanjay. 2007. “Implementation Challenges for Multivariable Control: What You Did Not Learn in School!” In _AIAA Guidance, Navigation and Control Conference and Exhibit_, nil. <https://doi.org/10.2514/6.2007-6334>. <a id="org1da9ec5"></a>Garg, Sanjay. 2007. “Implementation Challenges for Multivariable Control: What You Did Not Learn in School!” In _AIAA Guidance, Navigation and Control Conference and Exhibit_, nil. <https://doi.org/10.2514/6.2007-6334>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="76af0f5c88615842fa91864c8618fb58"><a class="reference-link" href="#geng95_intel_contr_system_multip_degree" title="Jason Geng, George Pan, Leonard Haynes, , Ben Wada \&amp; John Garba, An Intelligent Control System for Multiple Degree-Of-Freedom Vibration Isolation, {Journal of Intelligent Material Systems and Structures}, v(6), 787-800 (1995).">(Jason Geng {\it et al.}, 1995)</a></sup> : ([Geng et al. 1995](#org8ae89dc))
Author(s) Author(s)
: Geng, Z. J., Pan, G. G., Haynes, L. S., Wada, B. K., & Garba, J. A. : Geng, Z. J., Pan, G. G., Haynes, L. S., Wada, B. K., & Garba, J. A.
@ -16,9 +16,11 @@ Author(s)
Year Year
: 1995 : 1995
<a id="org9d6018b"></a> <a id="orgc1d6599"></a>
{{< figure src="/ox-hugo/geng95_control_structure.png" caption="Figure 1: Local force feedback and adaptive acceleration feedback for active isolation" >}} {{< figure src="/ox-hugo/geng95_control_structure.png" caption="Figure 1: Local force feedback and adaptive acceleration feedback for active isolation" >}}
# Bibliography
<a class="bibtex-entry" id="geng95_intel_contr_system_multip_degree">Geng, Z. J., Pan, G. G., Haynes, L. S., Wada, B. K., & Garba, J. A., *An intelligent control system for multiple degree-of-freedom vibration isolation*, Journal of Intelligent Material Systems and Structures, *6(6)*, 787800 (1995). http://dx.doi.org/10.1177/1045389x9500600607</a> [](#76af0f5c88615842fa91864c8618fb58) ## Bibliography {#bibliography}
<a id="org8ae89dc"></a>Geng, Z. Jason, George G. Pan, Leonard S. Haynes, Ben K. Wada, and John A. Garba. 1995. “An Intelligent Control System for Multiple Degree-of-Freedom Vibration Isolation.” _Journal of Intelligent Material Systems and Structures_ 6 (6):787800. <https://doi.org/10.1177/1045389x9500600607>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Active Damping]({{< relref "active_damping" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Active Damping]({{< relref "active_damping" >}})
Reference Reference
: ([Hanieh 2003](#org16a7ca0)) : ([Hanieh 2003](#orga4be8f4))
Author(s) Author(s)
: Hanieh, A. A. : Hanieh, A. A.
@ -19,4 +19,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org16a7ca0"></a>Hanieh, Ahmed Abu. 2003. “Active Isolation and Damping of Vibrations via Stewart Platform.” Université Libre de Bruxelles, Brussels, Belgium. <a id="orga4be8f4"></a>Hanieh, Ahmed Abu. 2003. “Active Isolation and Damping of Vibrations via Stewart Platform.” Université Libre de Bruxelles, Brussels, Belgium.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Cubic Architecture]({{< relref "cubic_architecture" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Cubic Architecture]({{< relref "cubic_architecture" >}})
Reference Reference
: <sup id="f9698a1741fe7492aa9b7b42c7724670"><a class="reference-link" href="#hauge04_sensor_contr_space_based_six" title="Hauge \&amp; Campbell, Sensors and Control of a Space-Based Six-Axis Vibration Isolation System, {Journal of Sound and Vibration}, v(3-5), 913-931 (2004).">(Hauge \& Campbell, 2004)</a></sup> : ([Hauge and Campbell 2004](#org03befb5))
Author(s) Author(s)
: Hauge, G., & Campbell, M. : Hauge, G., & Campbell, M.
@ -24,20 +24,20 @@ Year
- Vibration isolation using a Stewart platform - Vibration isolation using a Stewart platform
- Experimental comparison of Force sensor and Inertial Sensor and associated control architecture for vibration isolation - Experimental comparison of Force sensor and Inertial Sensor and associated control architecture for vibration isolation
<a id="org342e642"></a> <a id="orge348607"></a>
{{< figure src="/ox-hugo/hauge04_stewart_platform.png" caption="Figure 1: Hexapod for active vibration isolation" >}} {{< figure src="/ox-hugo/hauge04_stewart_platform.png" caption="Figure 1: Hexapod for active vibration isolation" >}}
**Stewart platform** (Figure [1](#org342e642)): **Stewart platform** (Figure [1](#orge348607)):
- Low corner frequency - Low corner frequency
- Large actuator stroke (\\(\pm5mm\\)) - Large actuator stroke (\\(\pm5mm\\))
- Sensors in each strut (Figure [2](#orge1d3dcd)): - Sensors in each strut (Figure [2](#orge668964)):
- three-axis load cell - three-axis load cell
- base and payload geophone in parallel with the struts - base and payload geophone in parallel with the struts
- LVDT - LVDT
<a id="orge1d3dcd"></a> <a id="orge668964"></a>
{{< figure src="/ox-hugo/hauge05_struts.png" caption="Figure 2: Strut" >}} {{< figure src="/ox-hugo/hauge05_struts.png" caption="Figure 2: Strut" >}}
@ -64,7 +64,7 @@ With \\(|T(\omega)|\\) is the Frobenius norm of the transmissibility matrix and
- single strut axis as the cubic Stewart platform can be decomposed into 6 single-axis systems - single strut axis as the cubic Stewart platform can be decomposed into 6 single-axis systems
<a id="org5bf1a1a"></a> <a id="orgb65b964"></a>
{{< figure src="/ox-hugo/hauge04_strut_model.png" caption="Figure 3: Strut model" >}} {{< figure src="/ox-hugo/hauge04_strut_model.png" caption="Figure 3: Strut model" >}}
@ -136,9 +136,11 @@ And we find that for \\(u\\) and \\(y\\) to be an acceptable pair for high gain
- The performance requirements are met - The performance requirements are met
- Good robustness - Good robustness
<a id="org52ac01d"></a> <a id="org19e7d49"></a>
{{< figure src="/ox-hugo/hauge04_obtained_transmissibility.png" caption="Figure 4: Experimental open loop (solid) and closed loop six-axis transmissibility using the geophone only controller (dotted), and combined geophone/load cell controller (dashed)" >}} {{< figure src="/ox-hugo/hauge04_obtained_transmissibility.png" caption="Figure 4: Experimental open loop (solid) and closed loop six-axis transmissibility using the geophone only controller (dotted), and combined geophone/load cell controller (dashed)" >}}
# Bibliography
<a class="bibtex-entry" id="hauge04_sensor_contr_space_based_six">Hauge, G., & Campbell, M., *Sensors and control of a space-based six-axis vibration isolation system*, Journal of Sound and Vibration, *269(3-5)*, 913931 (2004). http://dx.doi.org/10.1016/s0022-460x(03)00206-2</a> [](#f9698a1741fe7492aa9b7b42c7724670) ## Bibliography {#bibliography}
<a id="org03befb5"></a>Hauge, G.S., and M.E. Campbell. 2004. “Sensors and Control of a Space-Based Six-Axis Vibration Isolation System.” _Journal of Sound and Vibration_ 269 (3-5):91331. <https://doi.org/10.1016/s0022-460x(03)>00206-2.

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@ -8,7 +8,7 @@ Tags
: [Nano Active Stabilization System]({{< relref "nano_active_stabilization_system" >}}), [Positioning Stations]({{< relref "positioning_stations" >}}) : [Nano Active Stabilization System]({{< relref "nano_active_stabilization_system" >}}), [Positioning Stations]({{< relref "positioning_stations" >}})
Reference Reference
: <sup id="66ab0e7602a1dedda963d7da60533b0d"><a class="reference-link" href="#holler12_instr_x_ray_nano_imagin" title="Holler, Raabe, Diaz, Guizar-Sicairos, , Quitmann, Menzel \&amp; Bunk, An Instrument for 3d X-Ray Nano-Imaging, {Review of Scientific Instruments}, v(7), 073703 (2012).">(Holler {\it et al.}, 2012)</a></sup> : ([Holler et al. 2012](#org28ec5cd))
Author(s) Author(s)
: Holler, M., Raabe, J., Diaz, A., Guizar-Sicairos, M., Quitmann, C., Menzel, A., & Bunk, O. : Holler, M., Raabe, J., Diaz, A., Guizar-Sicairos, M., Quitmann, C., Menzel, A., & Bunk, O.
@ -19,7 +19,7 @@ Year
Instrument similar to the NASS. Instrument similar to the NASS.
Obtain position stability of 10nm (standard deviation). Obtain position stability of 10nm (standard deviation).
<a id="org16e51fb"></a> <a id="orgd35b9ca"></a>
{{< figure src="/ox-hugo/holler12_station.png" caption="Figure 1: Schematic of the tomography setup" >}} {{< figure src="/ox-hugo/holler12_station.png" caption="Figure 1: Schematic of the tomography setup" >}}
@ -38,5 +38,7 @@ Obtain position stability of 10nm (standard deviation).
The interferometer is positionned on top of a translation stage. The PSD information is used to close the loop so that the interferometer follows the displacement of the metrology sphere. The interferometer is positionned on top of a translation stage. The PSD information is used to close the loop so that the interferometer follows the displacement of the metrology sphere.
- **Feedback Loop**: Using the signals from the 2 interferometers, the loop is closed to compensate low frequency vibrations and thermal drifts. - **Feedback Loop**: Using the signals from the 2 interferometers, the loop is closed to compensate low frequency vibrations and thermal drifts.
# Bibliography
<a class="bibtex-entry" id="holler12_instr_x_ray_nano_imagin">Holler, M., Raabe, J., Diaz, A., Guizar-Sicairos, M., Quitmann, C., Menzel, A., & Bunk, O., *An instrument for 3d x-ray nano-imaging*, Review of Scientific Instruments, *83(7)*, 073703 (2012). http://dx.doi.org/10.1063/1.4737624</a> [](#66ab0e7602a1dedda963d7da60533b0d) ## Bibliography {#bibliography}
<a id="org28ec5cd"></a>Holler, M., J. Raabe, A. Diaz, M. Guizar-Sicairos, C. Quitmann, A. Menzel, and O. Bunk. 2012. “An Instrument for 3d X-Ray Nano-Imaging.” _Review of Scientific Instruments_ 83 (7):073703. <https://doi.org/10.1063/1.4737624>.

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@ -8,7 +8,7 @@ Tags
: [Active Damping]({{< relref "active_damping" >}}) : [Active Damping]({{< relref "active_damping" >}})
Reference Reference
: <sup id="cc7836a555fe4dbae791e17008c29bfd"><a class="reference-link" href="#holterman05_activ_dampin_based_decoup_colloc_contr" title="Holterman \&amp; deVries, Active Damping Based on Decoupled Collocated Control, {IEEE/ASME Transactions on Mechatronics}, v(2), 135-145 (2005).">(Holterman \& deVries, 2005)</a></sup> : ([Holterman and deVries 2005](#org13eedae))
Author(s) Author(s)
: Holterman, J., & deVries, T. : Holterman, J., & deVries, T.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 2005 : 2005
# Bibliography
<a class="bibtex-entry" id="holterman05_activ_dampin_based_decoup_colloc_contr">Holterman, J., & deVries, T., *Active damping based on decoupled collocated control*, IEEE/ASME Transactions on Mechatronics, *10(2)*, 135145 (2005). http://dx.doi.org/10.1109/tmech.2005.844702</a> [](#cc7836a555fe4dbae791e17008c29bfd) ## Bibliography {#bibliography}
<a id="org13eedae"></a>Holterman, J., and T.J.A. deVries. 2005. “Active Damping Based on Decoupled Collocated Control.” _IEEE/ASME Transactions on Mechatronics_ 10 (2):13545. <https://doi.org/10.1109/tmech.2005.844702>.

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@ -4,11 +4,15 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Actuators]({{< relref "actuators" >}})
Tags Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Actuators]({{< relref "actuators" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Actuators]({{< relref "actuators" >}})
Reference Reference
: <sup id="aad53368e29e8a519e2f63857044fa46"><a class="reference-link" href="#ito16_compar_class_high_precis_actuat" title="Shingo Ito \&amp; Georg Schitter, Comparison and Classification of High-Precision Actuators Based on Stiffness Influencing Vibration Isolation, {IEEE/ASME Transactions on Mechatronics}, v(2), 1169-1178 (2016).">(Shingo Ito \& Georg Schitter, 2016)</a></sup> : ([Ito and Schitter 2016](#orga31805f))
Author(s) Author(s)
: Ito, S., & Schitter, G. : Ito, S., & Schitter, G.
@ -41,7 +45,7 @@ In this paper, the piezoelectric actuator/electronics adds a time delay which is
- **Low Stiffness** actuator is defined as the ones where the transmissibility stays below 0dB at all frequency - **Low Stiffness** actuator is defined as the ones where the transmissibility stays below 0dB at all frequency
- **High Stiffness** actuator is defined as the ones where the transmissibility goes above 0dB at some frequency - **High Stiffness** actuator is defined as the ones where the transmissibility goes above 0dB at some frequency
<a id="orgffb6d7f"></a> <a id="org0fdae5f"></a>
{{< figure src="/ox-hugo/ito16_low_high_stiffness_actuators.png" caption="Figure 1: Definition of low-stiffness and high-stiffness actuator" >}} {{< figure src="/ox-hugo/ito16_low_high_stiffness_actuators.png" caption="Figure 1: Definition of low-stiffness and high-stiffness actuator" >}}
@ -54,7 +58,7 @@ In this paper, the piezoelectric actuator/electronics adds a time delay which is
## Controller Design {#controller-design} ## Controller Design {#controller-design}
<a id="org658b9e0"></a> <a id="org6565e90"></a>
{{< figure src="/ox-hugo/ito16_transmissibility.png" caption="Figure 2: Obtained transmissibility" >}} {{< figure src="/ox-hugo/ito16_transmissibility.png" caption="Figure 2: Obtained transmissibility" >}}
@ -66,10 +70,7 @@ The stiffness requirement for low-stiffness actuators can be rephrased in the fr
In practice, this is difficult to achieve with piezoelectric actuators as their first resonant frequency \\(\omega\_r\\) is **too close to other resonant frequencies to ensure close-loop stability**. In practice, this is difficult to achieve with piezoelectric actuators as their first resonant frequency \\(\omega\_r\\) is **too close to other resonant frequencies to ensure close-loop stability**.
In contrast, the frequency band between the first and the other resonances of Lorentz actuators can be broad by design making them more suitable to construct a low-stiffness actuators. In contrast, the frequency band between the first and the other resonances of Lorentz actuators can be broad by design making them more suitable to construct a low-stiffness actuators.
# Bibliography
<a class="bibtex-entry" id="ito16_compar_class_high_precis_actuat">Ito, S., & Schitter, G., *Comparison and classification of high-precision actuators based on stiffness influencing vibration isolation*, IEEE/ASME Transactions on Mechatronics, *21(2)*, 11691178 (2016). http://dx.doi.org/10.1109/tmech.2015.2478658</a> [](#aad53368e29e8a519e2f63857044fa46)
## Bibliography {#bibliography}
## Backlinks {#backlinks} <a id="orga31805f"></a>Ito, Shingo, and Georg Schitter. 2016. “Comparison and Classification of High-Precision Actuators Based on Stiffness Influencing Vibration Isolation.” _IEEE/ASME Transactions on Mechatronics_ 21 (2):116978. <https://doi.org/10.1109/tmech.2015.2478658>.
- [Actuators]({{< relref "actuators" >}})

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}})
Reference Reference
: ([Jiao et al. 2018](#orga81be47)) : ([Jiao et al. 2018](#org142ce8a))
Author(s) Author(s)
: Jiao, J., Wu, Y., Yu, K., & Zhao, R. : Jiao, J., Wu, Y., Yu, K., & Zhao, R.
@ -19,4 +19,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orga81be47"></a>Jiao, Jian, Ying Wu, Kaiping Yu, and Rui Zhao. 2018. “Dynamic Modeling and Experimental Analyses of Stewart Platform with Flexible Hinges.” _Journal of Vibration and Control_ 25 (1):15171. <https://doi.org/10.1177/1077546318772474>. <a id="org142ce8a"></a>Jiao, Jian, Ying Wu, Kaiping Yu, and Rui Zhao. 2018. “Dynamic Modeling and Experimental Analyses of Stewart Platform with Flexible Hinges.” _Journal of Vibration and Control_ 25 (1):15171. <https://doi.org/10.1177/1077546318772474>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}})
Reference Reference
: ([Legnani et al. 2012](#orgfeceab9)) : ([Legnani et al. 2012](#orgb569080))
Author(s) Author(s)
: Legnani, G., Fassi, I., Giberti, H., Cinquemani, S., & Tosi, D. : Legnani, G., Fassi, I., Giberti, H., Cinquemani, S., & Tosi, D.
@ -22,15 +22,15 @@ Year
Example of generated isotropic manipulator (not decoupled). Example of generated isotropic manipulator (not decoupled).
<a id="orgcc7f670"></a> <a id="orgb13b47f"></a>
{{< figure src="/ox-hugo/legnani12_isotropy_gen.png" caption="Figure 1: Location of the leg axes using an isotropy generator" >}} {{< figure src="/ox-hugo/legnani12_isotropy_gen.png" caption="Figure 1: Location of the leg axes using an isotropy generator" >}}
<a id="orgb85ffa0"></a> <a id="org0b17ad4"></a>
{{< figure src="/ox-hugo/legnani12_generated_isotropy.png" caption="Figure 2: Isotropic configuration" >}} {{< figure src="/ox-hugo/legnani12_generated_isotropy.png" caption="Figure 2: Isotropic configuration" >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orgfeceab9"></a>Legnani, G., I. Fassi, H. Giberti, S. Cinquemani, and D. Tosi. 2012. “A New Isotropic and Decoupled 6-Dof Parallel Manipulator.” _Mechanism and Machine Theory_ 58 (nil):6481. <https://doi.org/10.1016/j.mechmachtheory.2012.07.008>. <a id="orgb569080"></a>Legnani, G., I. Fassi, H. Giberti, S. Cinquemani, and D. Tosi. 2012. “A New Isotropic and Decoupled 6-Dof Parallel Manipulator.” _Mechanism and Machine Theory_ 58 (nil):6481. <https://doi.org/10.1016/j.mechmachtheory.2012.07.008>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Cubic Architecture]({{< relref "cubic_architecture" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}), [Multivariable Control]({{< relref "multivariable_control" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Cubic Architecture]({{< relref "cubic_architecture" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}), [Multivariable Control]({{< relref "multivariable_control" >}})
Reference Reference
: <sup id="f885df380638b868e509fbbf75912d1e"><a class="reference-link" href="#li01_simul_fault_vibrat_isolat_point" title="Li, Simultaneous, Fault-tolerant Vibration Isolation and Pointing Control of Flexure Jointed Hexapods (2001).">(Li, 2001)</a></sup> : ([Li 2001](#orgb070307))
Author(s) Author(s)
: Li, X. : Li, X.
@ -24,7 +24,7 @@ Year
- Cubic (mutually orthogonal) - Cubic (mutually orthogonal)
- Flexure Joints => eliminate friction and backlash but add complexity to the dynamics - Flexure Joints => eliminate friction and backlash but add complexity to the dynamics
<a id="org24b3ba4"></a> <a id="org7d51783"></a>
{{< figure src="/ox-hugo/li01_stewart_platform.png" caption="Figure 1: Flexure jointed Stewart platform used for analysis and control" >}} {{< figure src="/ox-hugo/li01_stewart_platform.png" caption="Figure 1: Flexure jointed Stewart platform used for analysis and control" >}}
@ -38,18 +38,18 @@ Year
The origin of \\(\\{P\\}\\) is taken as the center of mass of the payload. The origin of \\(\\{P\\}\\) is taken as the center of mass of the payload.
**Decoupling**: **Decoupling**:
If we refine the (force) inputs and (displacement) outputs as shown in Figure [2](#org5d5e02c) or in Figure [3](#org0c14c06), we obtain a decoupled plant provided that: If we refine the (force) inputs and (displacement) outputs as shown in Figure [2](#org88939ed) or in Figure [3](#org0b68d74), we obtain a decoupled plant provided that:
1. the payload mass/inertia matrix must be diagonal (the CoM is coincident with the origin of frame \\(\\{P\\}\\)) 1. the payload mass/inertia matrix must be diagonal (the CoM is coincident with the origin of frame \\(\\{P\\}\\))
2. the geometry of the hexapod and the attachment of the payload to the hexapod must be carefully chosen 2. the geometry of the hexapod and the attachment of the payload to the hexapod must be carefully chosen
> For instance, if the hexapod has a mutually orthogonal geometry (cubic configuration), the payload's center of mass must coincide with the center of the cube formed by the orthogonal struts. > For instance, if the hexapod has a mutually orthogonal geometry (cubic configuration), the payload's center of mass must coincide with the center of the cube formed by the orthogonal struts.
<a id="org5d5e02c"></a> <a id="org88939ed"></a>
{{< figure src="/ox-hugo/li01_decoupling_conf.png" caption="Figure 2: Decoupling the dynamics of the Stewart Platform using the Jacobians" >}} {{< figure src="/ox-hugo/li01_decoupling_conf.png" caption="Figure 2: Decoupling the dynamics of the Stewart Platform using the Jacobians" >}}
<a id="org0c14c06"></a> <a id="org0b68d74"></a>
{{< figure src="/ox-hugo/li01_decoupling_conf_bis.png" caption="Figure 3: Decoupling the dynamics of the Stewart Platform using the Jacobians" >}} {{< figure src="/ox-hugo/li01_decoupling_conf_bis.png" caption="Figure 3: Decoupling the dynamics of the Stewart Platform using the Jacobians" >}}
@ -75,15 +75,15 @@ The control bandwidth is divided as follows:
### Vibration Isolation {#vibration-isolation} ### Vibration Isolation {#vibration-isolation}
The system is decoupled into six independent SISO subsystems using the architecture shown in Figure [4](#orgf519833). The system is decoupled into six independent SISO subsystems using the architecture shown in Figure [4](#org8a3c3a5).
<a id="orgf519833"></a> <a id="org8a3c3a5"></a>
{{< figure src="/ox-hugo/li01_vibration_isolation_control.png" caption="Figure 4: Figure caption" >}} {{< figure src="/ox-hugo/li01_vibration_isolation_control.png" caption="Figure 4: Figure caption" >}}
One of the subsystem plant transfer function is shown in Figure [4](#orgf519833) One of the subsystem plant transfer function is shown in Figure [4](#org8a3c3a5)
<a id="orgef0f6ef"></a> <a id="org9632b34"></a>
{{< figure src="/ox-hugo/li01_vibration_control_plant.png" caption="Figure 5: Plant transfer function of one of the SISO subsystem for Vibration Control" >}} {{< figure src="/ox-hugo/li01_vibration_control_plant.png" caption="Figure 5: Plant transfer function of one of the SISO subsystem for Vibration Control" >}}
@ -97,9 +97,9 @@ The unity control bandwidth of the isolation loop is designed to be from **5Hz t
### Pointing Control {#pointing-control} ### Pointing Control {#pointing-control}
A block diagram of the pointing control system is shown in Figure [6](#org1c5bf82). A block diagram of the pointing control system is shown in Figure [6](#orgd000413).
<a id="org1c5bf82"></a> <a id="orgd000413"></a>
{{< figure src="/ox-hugo/li01_pointing_control.png" caption="Figure 6: Figure caption" >}} {{< figure src="/ox-hugo/li01_pointing_control.png" caption="Figure 6: Figure caption" >}}
@ -108,9 +108,9 @@ The compensators are design with inverse-dynamics methods.
The unity control bandwidth of the pointing loop is designed to be from **0Hz to 20Hz**. The unity control bandwidth of the pointing loop is designed to be from **0Hz to 20Hz**.
A feedforward control is added as shown in Figure [7](#org700dd8b). A feedforward control is added as shown in Figure [7](#orgb2f844f).
<a id="org700dd8b"></a> <a id="orgb2f844f"></a>
{{< figure src="/ox-hugo/li01_feedforward_control.png" caption="Figure 7: Feedforward control" >}} {{< figure src="/ox-hugo/li01_feedforward_control.png" caption="Figure 7: Feedforward control" >}}
@ -122,17 +122,17 @@ The simultaneous vibration isolation and pointing control is approached in two w
1. design and implement the vibration isolation control first, identify the pointing plant when the isolation loops are closed, then implement the pointing compensators 1. design and implement the vibration isolation control first, identify the pointing plant when the isolation loops are closed, then implement the pointing compensators
2. the reverse design order 2. the reverse design order
Figure [8](#orga79e625) shows a parallel control structure where \\(G\_1(s)\\) is the dynamics from input force to output strut length. Figure [8](#org03ff7c9) shows a parallel control structure where \\(G\_1(s)\\) is the dynamics from input force to output strut length.
<a id="orga79e625"></a> <a id="org03ff7c9"></a>
{{< figure src="/ox-hugo/li01_parallel_control.png" caption="Figure 8: A parallel scheme" >}} {{< figure src="/ox-hugo/li01_parallel_control.png" caption="Figure 8: A parallel scheme" >}}
The transfer function matrix for the pointing loop after the vibration isolation is closed is still decoupled. The same happens when closing the pointing loop first and looking at the transfer function matrix of the vibration isolation. The transfer function matrix for the pointing loop after the vibration isolation is closed is still decoupled. The same happens when closing the pointing loop first and looking at the transfer function matrix of the vibration isolation.
The effect of the isolation loop on the pointing loop is large around the natural frequency of the plant as shown in Figure [9](#orgbd95400). The effect of the isolation loop on the pointing loop is large around the natural frequency of the plant as shown in Figure [9](#orgbec95ff).
<a id="orgbd95400"></a> <a id="orgbec95ff"></a>
{{< figure src="/ox-hugo/li01_effect_isolation_loop_closed.png" caption="Figure 9: \\(\theta\_x/\theta\_{x\_d}\\) transfer function with the isolation loop closed (simulation)" >}} {{< figure src="/ox-hugo/li01_effect_isolation_loop_closed.png" caption="Figure 9: \\(\theta\_x/\theta\_{x\_d}\\) transfer function with the isolation loop closed (simulation)" >}}
@ -143,19 +143,19 @@ The effect of pointing control on the isolation plant has not much effect.
The dynamic interaction effect: The dynamic interaction effect:
- only happens in the unity bandwidth of the loop transmission of the first closed loop. - only happens in the unity bandwidth of the loop transmission of the first closed loop.
- affect the closed loop transmission of the loop first closed (see Figures [10](#org191e7e3) and [11](#org28140a0)) - affect the closed loop transmission of the loop first closed (see Figures [10](#org77dbe42) and [11](#org70ff0f3))
As shown in Figure [10](#org191e7e3), the peak resonance of the pointing loop increase after the isolation loop is closed. As shown in Figure [10](#org77dbe42), the peak resonance of the pointing loop increase after the isolation loop is closed.
The resonances happen at both crossovers of the isolation loop (15Hz and 50Hz) and they may show of loss of robustness. The resonances happen at both crossovers of the isolation loop (15Hz and 50Hz) and they may show of loss of robustness.
<a id="org191e7e3"></a> <a id="org77dbe42"></a>
{{< figure src="/ox-hugo/li01_closed_loop_pointing.png" caption="Figure 10: Closed-loop transfer functions \\(\theta\_y/\theta\_{y\_d}\\) of the pointing loop before and after the vibration isolation loop is closed" >}} {{< figure src="/ox-hugo/li01_closed_loop_pointing.png" caption="Figure 10: Closed-loop transfer functions \\(\theta\_y/\theta\_{y\_d}\\) of the pointing loop before and after the vibration isolation loop is closed" >}}
The same happens when first closing the vibration isolation loop and after the pointing loop (Figure [11](#org28140a0)). The same happens when first closing the vibration isolation loop and after the pointing loop (Figure [11](#org70ff0f3)).
The first peak resonance of the vibration isolation loop at 15Hz is increased when closing the pointing loop. The first peak resonance of the vibration isolation loop at 15Hz is increased when closing the pointing loop.
<a id="org28140a0"></a> <a id="org70ff0f3"></a>
{{< figure src="/ox-hugo/li01_closed_loop_vibration.png" caption="Figure 11: Closed-loop transfer functions of the vibration isolation loop before and after the pointing control loop is closed" >}} {{< figure src="/ox-hugo/li01_closed_loop_vibration.png" caption="Figure 11: Closed-loop transfer functions of the vibration isolation loop before and after the pointing control loop is closed" >}}
@ -165,18 +165,18 @@ The first peak resonance of the vibration isolation loop at 15Hz is increased wh
### Experimental results {#experimental-results} ### Experimental results {#experimental-results}
Two hexapods are stacked (Figure [12](#orgb11b2c6)): Two hexapods are stacked (Figure [12](#org3e27211)):
- the bottom hexapod is used to generate disturbances matching candidate applications - the bottom hexapod is used to generate disturbances matching candidate applications
- the top hexapod provide simultaneous vibration isolation and pointing control - the top hexapod provide simultaneous vibration isolation and pointing control
<a id="orgb11b2c6"></a> <a id="org3e27211"></a>
{{< figure src="/ox-hugo/li01_test_bench.png" caption="Figure 12: Stacked Hexapods" >}} {{< figure src="/ox-hugo/li01_test_bench.png" caption="Figure 12: Stacked Hexapods" >}}
Using the vibration isolation control alone, no attenuation is achieved below 1Hz as shown in figure [13](#orgdd443cd). Using the vibration isolation control alone, no attenuation is achieved below 1Hz as shown in figure [13](#org217639e).
<a id="orgdd443cd"></a> <a id="org217639e"></a>
{{< figure src="/ox-hugo/li01_vibration_isolation_control_results.png" caption="Figure 13: Vibration isolation control: open-loop (solid) vs. closed-loop (dashed)" >}} {{< figure src="/ox-hugo/li01_vibration_isolation_control_results.png" caption="Figure 13: Vibration isolation control: open-loop (solid) vs. closed-loop (dashed)" >}}
@ -185,9 +185,9 @@ The simultaneous control is of dual use:
- it provide simultaneous pointing and isolation control - it provide simultaneous pointing and isolation control
- it can also be used to expand the bandwidth of the isolation control to low frequencies because the pointing loops suppress pointing errors due to both base vibrations and tracking - it can also be used to expand the bandwidth of the isolation control to low frequencies because the pointing loops suppress pointing errors due to both base vibrations and tracking
The results of simultaneous control is shown in Figure [14](#org64f7223) where the bandwidth of the isolation control is expanded to very low frequency. The results of simultaneous control is shown in Figure [14](#org2cdf6ad) where the bandwidth of the isolation control is expanded to very low frequency.
<a id="org64f7223"></a> <a id="org2cdf6ad"></a>
{{< figure src="/ox-hugo/li01_simultaneous_control_results.png" caption="Figure 14: Simultaneous control: open-loop (solid) vs. closed-loop (dashed)" >}} {{< figure src="/ox-hugo/li01_simultaneous_control_results.png" caption="Figure 14: Simultaneous control: open-loop (solid) vs. closed-loop (dashed)" >}}
@ -215,5 +215,7 @@ Proposed future research areas include:
- **LVDT** to provide differential position of the hexapod payload with respect to the base - **LVDT** to provide differential position of the hexapod payload with respect to the base
- **Geophones** to provide payload and base velocity information - **Geophones** to provide payload and base velocity information
# Bibliography
<a class="bibtex-entry" id="li01_simul_fault_vibrat_isolat_point">Li, X., *Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods* (2001). University of Wyoming.</a> [](#f885df380638b868e509fbbf75912d1e) ## Bibliography {#bibliography}
<a id="orgb070307"></a>Li, Xiaochun. 2001. “Simultaneous, Fault-Tolerant Vibration Isolation and Pointing Control of Flexure Jointed Hexapods.” University of Wyoming.

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@ -8,8 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="e3df2691f750617c3995644d056d553a"><a class="reference-link" href="#li01_simul_vibrat_isolat_point_contr" title="Xiaochun Li, Jerry Hamann \&amp; John McInroy, Simultaneous Vibration Isolation and Pointing Control of Flexure Jointed Hexapods, nil, in in: {Smart Structures and Materials 2001: Smart Structures and : ([Li, Hamann, and McInroy 2001](#orgd4f4d69))
Integrated Systems}, edited by (2001)">(Xiaochun Li {\it et al.}, 2001)</a></sup>
Author(s) Author(s)
: Li, X., Hamann, J. C., & McInroy, J. E. : Li, X., Hamann, J. C., & McInroy, J. E.
@ -19,5 +18,7 @@ Year
- if the hexapod is designed such that the payload mass/inertia matrix (\\(M\_x\\)) and \\(J^T J\\) are diagonal, the dynamics from \\(u\\) to \\(y\\) are decoupled. - if the hexapod is designed such that the payload mass/inertia matrix (\\(M\_x\\)) and \\(J^T J\\) are diagonal, the dynamics from \\(u\\) to \\(y\\) are decoupled.
# Bibliography
<a class="bibtex-entry" id="li01_simul_vibrat_isolat_point_contr">Li, X., Hamann, J. C., & McInroy, J. E., *Simultaneous vibration isolation and pointing control of flexure jointed hexapods*, In , Smart Structures and Materials 2001: Smart Structures and Integrated Systems (pp. ) (2001). : .</a> [](#e3df2691f750617c3995644d056d553a) ## Bibliography {#bibliography}
<a id="orgd4f4d69"></a>Li, Xiaochun, Jerry C. Hamann, and John E. McInroy. 2001. “Simultaneous Vibration Isolation and Pointing Control of Flexure Jointed Hexapods.” In _Smart Structures and Materials 2001: Smart Structures and Integrated Systems_, nil. <https://doi.org/10.1117/12.436521>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: <sup id="3ab8ef7353729de315618a708ece8379"><a class="reference-link" href="#lin06_distur_atten_precis_hexap_point" title="Haomin Lin \&amp; John McInroy, Disturbance Attenuation in Precise Hexapod Pointing Using Positive Force Feedback, {Control Engineering Practice}, v(11), 1377-1386 (2006).">(Haomin Lin \& John McInroy, 2006)</a></sup> : ([Lin and McInroy 2006](#org7a24d0e))
Author(s) Author(s)
: Lin, H., & McInroy, J. E. : Lin, H., & McInroy, J. E.
@ -17,5 +17,7 @@ Author(s)
Year Year
: 2006 : 2006
# Bibliography
<a class="bibtex-entry" id="lin06_distur_atten_precis_hexap_point">Lin, H., & McInroy, J. E., *Disturbance attenuation in precise hexapod pointing using positive force feedback*, Control Engineering Practice, *14(11)*, 13771386 (2006). http://dx.doi.org/10.1016/j.conengprac.2005.10.002</a> [](#3ab8ef7353729de315618a708ece8379) ## Bibliography {#bibliography}
<a id="org7a24d0e"></a>Lin, Haomin, and John E. McInroy. 2006. “Disturbance Attenuation in Precise Hexapod Pointing Using Positive Force Feedback.” _Control Engineering Practice_ 14 (11):137786. <https://doi.org/10.1016/j.conengprac.2005.10.002>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: ([McInroy and Hamann 2000](#orgc9838dc)) : ([McInroy and Hamann 2000](#orgd22225e))
Author(s) Author(s)
: McInroy, J., & Hamann, J. : McInroy, J., & Hamann, J.
@ -20,4 +20,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orgc9838dc"></a>McInroy, J.E., and J.C. Hamann. 2000. “Design and Control of Flexure Jointed Hexapods.” _IEEE Transactions on Robotics and Automation_ 16 (4):37281. <https://doi.org/10.1109/70.864229>. <a id="orgd22225e"></a>McInroy, J.E., and J.C. Hamann. 2000. “Design and Control of Flexure Jointed Hexapods.” _IEEE Transactions on Robotics and Automation_ 16 (4):37281. <https://doi.org/10.1109/70.864229>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: <sup id="8bfe2d2dce902a584fa016e86a899044"><a class="reference-link" href="#mcinroy02_model_desig_flexur_joint_stewar" title="McInroy, Modeling and Design of Flexure Jointed Stewart Platforms for Control Purposes, {IEEE/ASME Transactions on Mechatronics}, v(1), 95-99 (2002).">(McInroy, 2002)</a></sup> : ([McInroy 2002](#org8c59af1))
Author(s) Author(s)
: McInroy, J. : McInroy, J.
@ -17,8 +17,7 @@ Author(s)
Year Year
: 2002 : 2002
This short paper is very similar to <sup id="5da427f78c552aa92cd64c2a6df961f1"><a class="reference-link" href="#mcinroy99_dynam" title="McInroy, Dynamic modeling of flexure jointed hexapods for control purposes, nil, in in: {Proceedings of the 1999 IEEE International Conference on This short paper is very similar to ([McInroy 1999](#org69da46e)).
Control Applications (Cat. No.99CH36328)}, edited by (1999)">(McInroy, 1999)</a></sup>.
> This paper develops guidelines for designing the flexure joints to facilitate closed-loop control. > This paper develops guidelines for designing the flexure joints to facilitate closed-loop control.
@ -37,15 +36,15 @@ This short paper is very similar to <sup id="5da427f78c552aa92cd64c2a6df961f1"><
## Flexure Jointed Hexapod Dynamics {#flexure-jointed-hexapod-dynamics} ## Flexure Jointed Hexapod Dynamics {#flexure-jointed-hexapod-dynamics}
<a id="org1e5260a"></a> <a id="orgccb4fed"></a>
{{< figure src="/ox-hugo/mcinroy02_leg_model.png" caption="Figure 1: The dynamics of the ith strut. A parallel spring, damper, and actautor drives the moving mass of the strut and a payload" >}} {{< figure src="/ox-hugo/mcinroy02_leg_model.png" caption="Figure 1: The dynamics of the ith strut. A parallel spring, damper, and actautor drives the moving mass of the strut and a payload" >}}
The strut can be modeled as consisting of a parallel arrangement of an actuator force, a spring and some damping driving a mass (Figure [1](#org1e5260a)). The strut can be modeled as consisting of a parallel arrangement of an actuator force, a spring and some damping driving a mass (Figure [1](#orgccb4fed)).
Thus, **the strut does not output force directly, but rather outputs a mechanically filtered force**. Thus, **the strut does not output force directly, but rather outputs a mechanically filtered force**.
The model of the strut are shown in Figure [1](#org1e5260a) with: The model of the strut are shown in Figure [1](#orgccb4fed) with:
- \\(m\_{s\_i}\\) moving strut mass - \\(m\_{s\_i}\\) moving strut mass
- \\(k\_i\\) spring constant - \\(k\_i\\) spring constant
@ -118,10 +117,9 @@ where:
By combining \eqref{eq:strut_dynamics_vec}, \eqref{eq:payload_dynamics} and \eqref{eq:generalized_force}, a single equation describing the dynamics of a flexure jointed hexapod can be found: By combining \eqref{eq:strut_dynamics_vec}, \eqref{eq:payload_dynamics} and \eqref{eq:generalized_force}, a single equation describing the dynamics of a flexure jointed hexapod can be found:
\begin{aligned} \begin{equation}
& {}^UJ^T [ f\_m - M\_s \ddot{l} - B \dot{l} - K(l - l\_r) - M\_s \ddot{q}\_u\\\\\\ {}^UJ^T [ f\_m - M\_s \ddot{l} - B \dot{l} - K(l - l\_r) - M\_s \ddot{q}\_u - M\_s g\_u + M\_s v\_2] + \mathcal{F}\_e - \begin{bmatrix} mg \\ 0\_{3\times 1} \end{bmatrix} = M\_x \ddot{\mathcal{X}} + c(\omega) \label{eq:eom\_fjh}
& - M\_s g\_u + M\_s v\_2] + \mathcal{F}\_e - \begin{bmatrix} mg \\ 0\_{3\times 1} \end{bmatrix} = M\_x \ddot{\mathcal{X}} + c(\omega) \end{equation}
\end{aligned}
Joint (\\(l\\)) and Cartesian (\\(\mathcal{X}\\)) terms are still mixed. Joint (\\(l\\)) and Cartesian (\\(\mathcal{X}\\)) terms are still mixed.
In the next section, a connection between the two will be found to complete the formulation In the next section, a connection between the two will be found to complete the formulation
@ -134,16 +132,16 @@ Many prior hexapod dynamic formulations assume that the strut exerts force only
The flexure joints Hexapods transmit forces (or torques) proportional to the deflection of the joints. The flexure joints Hexapods transmit forces (or torques) proportional to the deflection of the joints.
This section establishes design guidelines for the spherical flexure joint to guarantee that the dynamics remain tractable for control. This section establishes design guidelines for the spherical flexure joint to guarantee that the dynamics remain tractable for control.
<a id="orgbd4aaf0"></a> <a id="orgaffe5ce"></a>
{{< figure src="/ox-hugo/mcinroy02_model_strut_joint.png" caption="Figure 2: A simplified dynamic model of a strut and its joint" >}} {{< figure src="/ox-hugo/mcinroy02_model_strut_joint.png" caption="Figure 2: A simplified dynamic model of a strut and its joint" >}}
Figure [2](#orgbd4aaf0) depicts a strut, along with the corresponding force diagram. Figure [2](#orgaffe5ce) depicts a strut, along with the corresponding force diagram.
The force diagram is obtained using standard finite element assumptions (\\(\sin \theta \approx \theta\\)). The force diagram is obtained using standard finite element assumptions (\\(\sin \theta \approx \theta\\)).
Damping terms are neglected. Damping terms are neglected.
\\(k\_r\\) denotes the rotational stiffness of the spherical joint. \\(k\_r\\) denotes the rotational stiffness of the spherical joint.
From Figure [2](#orgbd4aaf0) (b), Newton's second law yields: From Figure [2](#orgaffe5ce) (b), Newton's second law yields:
\begin{equation} \begin{equation}
f\_p = \begin{bmatrix} f\_p = \begin{bmatrix}
@ -190,11 +188,16 @@ The first part depends on the mechanical terms and the frequency of the movement
x\_{\text{gain}\_\omega} = \frac{|-m\_s \omega^2 + k|}{|-m\_s \omega^2 + \frac{k\_r}{l^2}|} x\_{\text{gain}\_\omega} = \frac{|-m\_s \omega^2 + k|}{|-m\_s \omega^2 + \frac{k\_r}{l^2}|}
\end{equation} \end{equation}
> In order to get dominance at low frequencies, the hexapod must be designed so that: <div class="important">
> <div></div>
> \begin{equation}
> \frac{k\_r}{l^2} \ll k \label{eq:cond\_stiff} In order to get dominance at low frequencies, the hexapod must be designed so that:
> \end{equation}
\begin{equation}
\frac{k\_r}{l^2} \ll k \label{eq:cond\_stiff}
\end{equation}
</div>
This puts a limit on the rotational stiffness of the flexure joint and shows that as the strut is made softer (by decreasing \\(k\\)), the spherical flexure joint must be made proportionately softer. This puts a limit on the rotational stiffness of the flexure joint and shows that as the strut is made softer (by decreasing \\(k\\)), the spherical flexure joint must be made proportionately softer.
@ -203,11 +206,16 @@ By satisfying \eqref{eq:cond_stiff}, \\(f\_p\\) can be aligned with the strut fo
At frequencies much above the strut's resonance mode, \\(f\_p\\) is not dominated by its \\(x\\) component: At frequencies much above the strut's resonance mode, \\(f\_p\\) is not dominated by its \\(x\\) component:
\\[ \omega \gg \sqrt{\frac{k}{m\_s}} \rightarrow x\_{\text{gain}\_\omega} \approx 1 \\] \\[ \omega \gg \sqrt{\frac{k}{m\_s}} \rightarrow x\_{\text{gain}\_\omega} \approx 1 \\]
> To ensure that the control system acts only in the band of frequencies where dominance is retained, the control bandwidth can be selected so that: <div class="important">
> <div></div>
> \begin{equation}
> \text{control bandwidth} \ll \sqrt{\frac{k\_r}{m\_s l^2}} \label{eq:cond\_bandwidth} To ensure that the control system acts only in the band of frequencies where dominance is retained, the control bandwidth can be selected so that:
> \end{equation}
\begin{equation}
\text{control bandwidth} \ll \sqrt{\frac{k\_r}{m\_s l^2}} \label{eq:cond\_bandwidth}
\end{equation}
</div>
The control bandwidth can be increase for hexapods that are designed so that \\(x\_{\text{gain}\_\omega} \gg 1\\) for \\(\omega \ll \sqrt{k/m\_s}\\). The control bandwidth can be increase for hexapods that are designed so that \\(x\_{\text{gain}\_\omega} \gg 1\\) for \\(\omega \ll \sqrt{k/m\_s}\\).
This can be achieve, for instance, by adding damping. This can be achieve, for instance, by adding damping.
@ -217,12 +225,52 @@ In this case, it is reasonable to use:
\text{control bandwidth} \ll \sqrt{\frac{k}{m\_s}} \text{control bandwidth} \ll \sqrt{\frac{k}{m\_s}}
\end{equation} \end{equation}
> By designing the flexure jointed hexapod and its controller so that both \eqref{eq:cond_stiff} and \eqref{eq:cond_bandwidth} are met, the dynamics of the hexapod can be greatly reduced in complexity. <div class="important">
<div></div>
By designing the flexure jointed hexapod and its controller so that both \eqref{eq:cond_stiff} and \eqref{eq:cond_bandwidth} are met, the dynamics of the hexapod can be greatly reduced in complexity.
</div>
## Relationships between joint and cartesian space {#relationships-between-joint-and-cartesian-space} ## Relationships between joint and cartesian space {#relationships-between-joint-and-cartesian-space}
# Bibliography Equation \eqref{eq:eom_fjh} is not suitable for control analysis and design because \\(\ddot{\mathcal{X}}\\) is implicitly a function of \\(\ddot{q}\_u\\).
<a class="bibtex-entry" id="mcinroy02_model_desig_flexur_joint_stewar">McInroy, J., *Modeling and design of flexure jointed stewart platforms for control purposes*, IEEE/ASME Transactions on Mechatronics, *7(1)*, 9599 (2002). http://dx.doi.org/10.1109/3516.990892</a> [](#8bfe2d2dce902a584fa016e86a899044)
<a class="bibtex-entry" id="mcinroy99_dynam">McInroy, J., *Dynamic modeling of flexure jointed hexapods for control purposes*, In , Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328) (pp. ) (1999). : .</a> [](#5da427f78c552aa92cd64c2a6df961f1) This section will derive this implicit relationship.
Let denote:
- \\(\mathcal{X}\_B\\) the pose of {B} with respect to {U}
- \\({}^B\mathcal{X}\_P\\) the pose of {P} with respect to {B}
- \\({}^Uq\_i = {}^U\_BR {}^Bq\_i + {}^UP\_{BORG}\\) the position of the ith base attachment point, expressed in the universal frame {U}
- \\(P\_{BORG}\\) the position of the origin of frame {B}
Note that although \\({}^Bq\_i\\) is fixed, \\({}^Uq\_i\\) varies due to base motion.
Differentiating twice and converting derivatives of rotation matrices into angular velocity cross products yields:
\begin{equation}
{}^U\dot{q}\_i = \omega\_B \times {}^U\_BR {}^Bq\_i + \underbrace{{}^U\_BR {}^B\dot{q}\_i}\_{= 0} + v\_B
\end{equation}
\begin{equation}
{}^U\ddot{q}\_i = \dot{\omega}\_B \times {}^U\_BR {}^Bq\_i + \omega\_B \times \omega\_B \times {}^U\_BR {}^Bq\_i + \dot{v}\_B
\end{equation}
where:
- \\(\omega\_B\\) denotes the angular velocity of {B} with respect to {U}
- \\(v\_B = {}^U\dot{P}\_{BORG}\\) denotes the linear velocity of the origin of {B} with respect to {U}
By using the vector triple identity \\(a \cdot (b \times c) = b \cdot (c \times a)\\) and putting the equation in a matrix form:
\begin{equation}
{}^U \hat{u}\_i^T {}^U\ddot{q}\_i = \left[ {}^U\hat{u}\_i^T \left( {}^U\_BR {}^Bq\_i \times {}^U\hat{u}\_i \right)^T \right] \ddot{\mathcal{X}}\_B + {}^U\hat{u}\_i^T \left( \omega\_B \times \left[ \omega\_B \times {}^U\_BR {}^Bq\_i \right] \right)
\end{equation}
## Bibliography {#bibliography}
<a id="org69da46e"></a>McInroy, J.E. 1999. “Dynamic Modeling of Flexure Jointed Hexapods for Control Purposes.” In _Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328)_, nil. <https://doi.org/10.1109/cca.1999.806694>.
<a id="org8c59af1"></a>———. 2002. “Modeling and Design of Flexure Jointed Stewart Platforms for Control Purposes.” _IEEE/ASME Transactions on Mechatronics_ 7 (1):9599. <https://doi.org/10.1109/3516.990892>.

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@ -4,12 +4,15 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Identification and decoupling control of flexure jointed hexapods]({{< relref "chen00_ident_decoup_contr_flexur_joint_hexap" >}})
Tags Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}})
Reference Reference
: <sup id="5da427f78c552aa92cd64c2a6df961f1"><a class="reference-link" href="#mcinroy99_dynam" title="McInroy, Dynamic modeling of flexure jointed hexapods for control purposes, nil, in in: {Proceedings of the 1999 IEEE International Conference on : ([McInroy 1999](#org5efb28a))
Control Applications (Cat. No.99CH36328)}, edited by (1999)">(McInroy, 1999)</a></sup>
Author(s) Author(s)
: McInroy, J. : McInroy, J.
@ -17,7 +20,7 @@ Author(s)
Year Year
: 1999 : 1999
This conference paper has been further published in a journal as a short note <sup id="8bfe2d2dce902a584fa016e86a899044"><a class="reference-link" href="#mcinroy02_model_desig_flexur_joint_stewar" title="McInroy, Modeling and Design of Flexure Jointed Stewart Platforms for Control Purposes, {IEEE/ASME Transactions on Mechatronics}, v(1), 95-99 (2002).">(McInroy, 2002)</a></sup>. This conference paper has been further published in a journal as a short note ([McInroy 2002](#org4990a96)).
## Abstract {#abstract} ## Abstract {#abstract}
@ -39,22 +42,22 @@ The actuators for FJHs can be divided into two categories:
1. soft (voice coil), which employs a spring flexure mount 1. soft (voice coil), which employs a spring flexure mount
2. hard (piezoceramic or magnetostrictive), which employs a compressive load spring. 2. hard (piezoceramic or magnetostrictive), which employs a compressive load spring.
<a id="orgb4329bb"></a> <a id="org5279430"></a>
{{< figure src="/ox-hugo/mcinroy99_general_hexapod.png" caption="Figure 1: A general Stewart Platform" >}} {{< figure src="/ox-hugo/mcinroy99_general_hexapod.png" caption="Figure 1: A general Stewart Platform" >}}
Since both actuator types employ force production in parallel with a spring, they can both be modeled as shown in Figure [2](#org4a04030). Since both actuator types employ force production in parallel with a spring, they can both be modeled as shown in Figure [2](#org6b356c7).
In order to provide low frequency passive vibration isolation, the hard actuators are sometimes placed in series with additional passive springs. In order to provide low frequency passive vibration isolation, the hard actuators are sometimes placed in series with additional passive springs.
<a id="org4a04030"></a> <a id="org6b356c7"></a>
{{< figure src="/ox-hugo/mcinroy99_strut_model.png" caption="Figure 2: The dynamics of the i'th strut. A parallel spring, damper and actuator drives the moving mass of the strut and a payload" >}} {{< figure src="/ox-hugo/mcinroy99_strut_model.png" caption="Figure 2: The dynamics of the i'th strut. A parallel spring, damper and actuator drives the moving mass of the strut and a payload" >}}
<a id="table--tab:mcinroy99-strut-model"></a> <a id="table--tab:mcinroy99-strut-model"></a>
<div class="table-caption"> <div class="table-caption">
<span class="table-number"><a href="#table--tab:mcinroy99-strut-model">Table 1</a></span>: <span class="table-number"><a href="#table--tab:mcinroy99-strut-model">Table 1</a></span>:
Definition of quantities on Figure <a href="#org4a04030">2</a> Definition of quantities on Figure <a href="#org6b356c7">2</a>
</div> </div>
| **Symbol** | **Meaning** | | **Symbol** | **Meaning** |
@ -71,11 +74,11 @@ In order to provide low frequency passive vibration isolation, the hard actuator
| \\(v\_i = p\_i - q\_i\\) | vector pointing from the bottom to the top | | \\(v\_i = p\_i - q\_i\\) | vector pointing from the bottom to the top |
| \\(\hat{u}\_i = v\_i/l\_i\\) | unit direction of the strut | | \\(\hat{u}\_i = v\_i/l\_i\\) | unit direction of the strut |
It is here supposed that \\(f\_{p\_i}\\) is predominantly in the strut direction (explained in <sup id="8bfe2d2dce902a584fa016e86a899044"><a class="reference-link" href="#mcinroy02_model_desig_flexur_joint_stewar" title="McInroy, Modeling and Design of Flexure Jointed Stewart Platforms for Control Purposes, {IEEE/ASME Transactions on Mechatronics}, v(1), 95-99 (2002).">(McInroy, 2002)</a></sup>). It is here supposed that \\(f\_{p\_i}\\) is predominantly in the strut direction (explained in ([McInroy 2002](#org4990a96))).
This is a good approximation unless the spherical joints and extremely stiff or massive, of high inertia struts are used. This is a good approximation unless the spherical joints and extremely stiff or massive, of high inertia struts are used.
This allows to reduce considerably the complexity of the model. This allows to reduce considerably the complexity of the model.
From Figure [2](#org4a04030) (b), forces along the strut direction are summed to yield (projected along the strut direction, hence the \\(\hat{u}\_i^T\\) term): From Figure [2](#org6b356c7) (b), forces along the strut direction are summed to yield (projected along the strut direction, hence the \\(\hat{u}\_i^T\\) term):
\begin{equation} \begin{equation}
m\_i \hat{u}\_i^T \ddot{p}\_i = f\_{m\_i} - f\_{p\_i} - m\_i \hat{u}\_i^Tg - k\_i(l\_i - l\_{r\_i}) - b\_i \dot{l}\_i m\_i \hat{u}\_i^T \ddot{p}\_i = f\_{m\_i} - f\_{p\_i} - m\_i \hat{u}\_i^Tg - k\_i(l\_i - l\_{r\_i}) - b\_i \dot{l}\_i
@ -162,12 +165,9 @@ In the next section, a connection between the two will be found to complete the
## Control Example {#control-example} ## Control Example {#control-example}
# Bibliography
<a class="bibtex-entry" id="mcinroy99_dynam">McInroy, J., *Dynamic modeling of flexure jointed hexapods for control purposes*, In , Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328) (pp. ) (1999). : .</a> [](#5da427f78c552aa92cd64c2a6df961f1)
<a class="bibtex-entry" id="mcinroy02_model_desig_flexur_joint_stewar">McInroy, J., *Modeling and design of flexure jointed stewart platforms for control purposes*, IEEE/ASME Transactions on Mechatronics, *7(1)*, 9599 (2002). http://dx.doi.org/10.1109/3516.990892</a> [](#8bfe2d2dce902a584fa016e86a899044) ## Bibliography {#bibliography}
<a id="org5efb28a"></a>McInroy, J.E. 1999. “Dynamic Modeling of Flexure Jointed Hexapods for Control Purposes.” In _Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328)_, nil. <https://doi.org/10.1109/cca.1999.806694>.
## Backlinks {#backlinks} <a id="org4990a96"></a>———. 2002. “Modeling and Design of Flexure Jointed Stewart Platforms for Control Purposes.” _IEEE/ASME Transactions on Mechatronics_ 7 (1):9599. <https://doi.org/10.1109/3516.990892>.
- [Identification and decoupling control of flexure jointed hexapods]({{< relref "chen00_ident_decoup_contr_flexur_joint_hexap" >}})

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@ -8,7 +8,7 @@ Tags
: [Motion Control]({{< relref "motion_control" >}}) : [Motion Control]({{< relref "motion_control" >}})
Reference Reference
: ([Oomen 2018](#orga6f6c0b)) : ([Oomen 2018](#orga862567))
Author(s) Author(s)
: Oomen, T. : Oomen, T.
@ -16,11 +16,11 @@ Author(s)
Year Year
: 2018 : 2018
<a id="org2caf38a"></a> <a id="org883ebf7"></a>
{{< figure src="/ox-hugo/oomen18_next_gen_loop_gain.png" caption="Figure 1: Envisaged developments in motion systems. In traditional motion systems, the control bandwidth takes place in the rigid-body region. In the next generation systemes, flexible dynamics are foreseen to occur within the control bandwidth." >}} {{< figure src="/ox-hugo/oomen18_next_gen_loop_gain.png" caption="Figure 1: Envisaged developments in motion systems. In traditional motion systems, the control bandwidth takes place in the rigid-body region. In the next generation systemes, flexible dynamics are foreseen to occur within the control bandwidth." >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orga6f6c0b"></a>Oomen, Tom. 2018. “Advanced Motion Control for Precision Mechatronics: Control, Identification, and Learning of Complex Systems.” _IEEJ Journal of Industry Applications_ 7 (2):12740. <https://doi.org/10.1541/ieejjia.7.127>. <a id="orga862567"></a>Oomen, Tom. 2018. “Advanced Motion Control for Precision Mechatronics: Control, Identification, and Learning of Complex Systems.” _IEEJ Journal of Industry Applications_ 7 (2):12740. <https://doi.org/10.1541/ieejjia.7.127>.

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@ -8,7 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="bcab548922e0e1ad6a2c310f63879596"><a class="reference-link" href="#poel10_explor_activ_hard_mount_vibrat" title="van der Poel, An Exploration of Active Hard Mount Vibration Isolation for Precision Equipment (2010).">(van der Poel, 2010)</a></sup> : ([Poel 2010](#org0c02ed0))
Author(s) Author(s)
: van der Poel, G. W. : van der Poel, G. W.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 2010 : 2010
# Bibliography
<a class="bibtex-entry" id="poel10_explor_activ_hard_mount_vibrat">van der Poel, G. W., *An exploration of active hard mount vibration isolation for precision equipment* (2010). University of Twente.</a> [](#bcab548922e0e1ad6a2c310f63879596) ## Bibliography {#bibliography}
<a id="org0c02ed0"></a>Poel, Gerrit Wijnand van der. 2010. “An Exploration of Active Hard Mount Vibration Isolation for Precision Equipment.” University of Twente. <https://doi.org/10.3990/1.9789036530163>.

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@ -8,7 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="525e1e237b885f81fae3c25a3036ba6f"><a class="reference-link" href="#preumont02_force_feedb_versus_accel_feedb" title="Preumont, Fran\ccois, Bossens, \&amp; Abu-Hanieh, Force Feedback Versus Acceleration Feedback in Active Vibration Isolation, {Journal of Sound and Vibration}, v(4), 605-613 (2002).">(Preumont {\it et al.}, 2002)</a></sup> : ([Preumont et al. 2002](#org1f14c5d))
Author(s) Author(s)
: Preumont, A., A. Francois, Bossens, F., & Abu-Hanieh, A. : Preumont, A., A. Francois, Bossens, F., & Abu-Hanieh, A.
@ -26,14 +26,14 @@ The force applied to a **rigid body** is proportional to its acceleration, thus
Thus force feedback and acceleration feedback are equivalent for solid bodies. Thus force feedback and acceleration feedback are equivalent for solid bodies.
When there is a flexible payload, the two sensing options are not longer equivalent. When there is a flexible payload, the two sensing options are not longer equivalent.
- For light payload (Figure [1](#org307b349)), the acceleration feedback gives larger damping on the higher mode. - For light payload (Figure [1](#orgbbc4740)), the acceleration feedback gives larger damping on the higher mode.
- For heavy payload (Figure [2](#orgc0c4ad3)), the acceleration feedback do not give alternating poles and zeros and thus for high control gains, the system becomes unstable - For heavy payload (Figure [2](#orgdf8d8cc)), the acceleration feedback do not give alternating poles and zeros and thus for high control gains, the system becomes unstable
<a id="org307b349"></a> <a id="orgbbc4740"></a>
{{< figure src="/ox-hugo/preumont02_force_acc_fb_light.png" caption="Figure 1: Root locus for **light** flexible payload, (a) Force feedback, (b) acceleration feedback" >}} {{< figure src="/ox-hugo/preumont02_force_acc_fb_light.png" caption="Figure 1: Root locus for **light** flexible payload, (a) Force feedback, (b) acceleration feedback" >}}
<a id="orgc0c4ad3"></a> <a id="orgdf8d8cc"></a>
{{< figure src="/ox-hugo/preumont02_force_acc_fb_heavy.png" caption="Figure 2: Root locus for **heavy** flexible payload, (a) Force feedback, (b) acceleration feedback" >}} {{< figure src="/ox-hugo/preumont02_force_acc_fb_heavy.png" caption="Figure 2: Root locus for **heavy** flexible payload, (a) Force feedback, (b) acceleration feedback" >}}
@ -45,5 +45,7 @@ The same is true for the transfer function from the force actuator to the relati
> According to physical interpretation of the zeros, they represent the resonances of the subsystem constrained by the sensor and the actuator. > According to physical interpretation of the zeros, they represent the resonances of the subsystem constrained by the sensor and the actuator.
# Bibliography
<a class="bibtex-entry" id="preumont02_force_feedb_versus_accel_feedb">Preumont, A., A. Fran\ccois, Bossens, F., & Abu-Hanieh, A., *Force feedback versus acceleration feedback in active vibration isolation*, Journal of Sound and Vibration, *257(4)*, 605613 (2002). http://dx.doi.org/10.1006/jsvi.2002.5047</a> [](#525e1e237b885f81fae3c25a3036ba6f) ## Bibliography {#bibliography}
<a id="org1f14c5d"></a>Preumont, A., A. François, F. Bossens, and A. Abu-Hanieh. 2002. “Force Feedback Versus Acceleration Feedback in Active Vibration Isolation.” _Journal of Sound and Vibration_ 257 (4):60513. <https://doi.org/10.1006/jsvi.2002.5047>.

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@ -8,7 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Flexible Joints]({{< relref "flexible_joints" >}})
Reference Reference
: ([Preumont et al. 2007](#org89d2c27)) : ([Preumont et al. 2007](#orgce12c3f))
Author(s) Author(s)
: Preumont, A., Horodinca, M., Romanescu, I., Marneffe, B. d., Avraam, M., Deraemaeker, A., Bossens, F., … : Preumont, A., Horodinca, M., Romanescu, I., Marneffe, B. d., Avraam, M., Deraemaeker, A., Bossens, F., …
@ -18,34 +18,34 @@ Year
Summary: Summary:
- **Cubic** Stewart platform (Figure [3](#orgfb89e2d)) - **Cubic** Stewart platform (Figure [3](#orgb093d6d))
- Provides uniform control capability - Provides uniform control capability
- Uniform stiffness in all directions - Uniform stiffness in all directions
- minimizes the cross-coupling among actuators and sensors of different legs - minimizes the cross-coupling among actuators and sensors of different legs
- Flexible joints (Figure [2](#org2dfd058)) - Flexible joints (Figure [2](#org2531c05))
- Piezoelectric force sensors - Piezoelectric force sensors
- Voice coil actuators - Voice coil actuators
- Decentralized feedback control approach for vibration isolation - Decentralized feedback control approach for vibration isolation
- Effect of parasitic stiffness of the flexible joints on the IFF performance (Figure [1](#org7e6bce7)) - Effect of parasitic stiffness of the flexible joints on the IFF performance (Figure [1](#orgffaf2cb))
- The Stewart platform has 6 suspension modes at different frequencies. - The Stewart platform has 6 suspension modes at different frequencies.
Thus the gain of the IFF controller cannot be optimal for all the modes. Thus the gain of the IFF controller cannot be optimal for all the modes.
It is better if all the modes of the platform are near to each other. It is better if all the modes of the platform are near to each other.
- Discusses the design of the legs in order to maximize the natural frequency of the local modes. - Discusses the design of the legs in order to maximize the natural frequency of the local modes.
- To estimate the isolation performance of the Stewart platform, a scalar indicator is defined as the Frobenius norm of the transmissibility matrix - To estimate the isolation performance of the Stewart platform, a scalar indicator is defined as the Frobenius norm of the transmissibility matrix
<a id="org7e6bce7"></a> <a id="orgffaf2cb"></a>
{{< figure src="/ox-hugo/preumont07_iff_effect_stiffness.png" caption="Figure 1: Root locus with IFF with no parasitic stiffness and with parasitic stiffness" >}} {{< figure src="/ox-hugo/preumont07_iff_effect_stiffness.png" caption="Figure 1: Root locus with IFF with no parasitic stiffness and with parasitic stiffness" >}}
<a id="org2dfd058"></a> <a id="org2531c05"></a>
{{< figure src="/ox-hugo/preumont07_flexible_joints.png" caption="Figure 2: Flexible joints used for the Stewart platform" >}} {{< figure src="/ox-hugo/preumont07_flexible_joints.png" caption="Figure 2: Flexible joints used for the Stewart platform" >}}
<a id="orgfb89e2d"></a> <a id="orgb093d6d"></a>
{{< figure src="/ox-hugo/preumont07_stewart_platform.png" caption="Figure 3: Stewart platform" >}} {{< figure src="/ox-hugo/preumont07_stewart_platform.png" caption="Figure 3: Stewart platform" >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org89d2c27"></a>Preumont, A., M. Horodinca, I. Romanescu, B. de Marneffe, M. Avraam, A. Deraemaeker, F. Bossens, and A. Abu Hanieh. 2007. “A Six-Axis Single-Stage Active Vibration Isolator Based on Stewart Platform.” _Journal of Sound and Vibration_ 300 (3-5):64461. <https://doi.org/10.1016/j.jsv.2006.07.050>. <a id="orgce12c3f"></a>Preumont, A., M. Horodinca, I. Romanescu, B. de Marneffe, M. Avraam, A. Deraemaeker, F. Bossens, and A. Abu Hanieh. 2007. “A Six-Axis Single-Stage Active Vibration Isolator Based on Stewart Platform.” _Journal of Sound and Vibration_ 300 (3-5):64461. <https://doi.org/10.1016/j.jsv.2006.07.050>.

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@ -8,7 +8,7 @@ Tags
: [Complementary Filters]({{< relref "complementary_filters" >}}), [Virtual Sensor Fusion]({{< relref "virtual_sensor_fusion" >}}) : [Complementary Filters]({{< relref "complementary_filters" >}}), [Virtual Sensor Fusion]({{< relref "virtual_sensor_fusion" >}})
Reference Reference
: <sup id="14f767d8ba71d58fa8a3ec876628d750"><a class="reference-link" href="#saxena12_advan_inter_model_contr_techn" title="Sahaj Saxena \&amp; YogeshV Hote, Advances in Internal Model Control Technique: a Review and Future Prospects, {IETE Technical Review}, v(6), 461 (2012).">(Sahaj Saxena \& YogeshV Hote, 2012)</a></sup> : ([Saxena and Hote 2012](#org7fbcfc6))
Author(s) Author(s)
: Saxena, S., & Hote, Y. : Saxena, S., & Hote, Y.
@ -84,5 +84,7 @@ Issues:
The interesting feature regarding IMC is that the design scheme is identical to the open-loop control design procedure and the implementation of IMC results in a feedback system, thereby copying the disturbances and parameter uncertainties, while open-loop control is not. The interesting feature regarding IMC is that the design scheme is identical to the open-loop control design procedure and the implementation of IMC results in a feedback system, thereby copying the disturbances and parameter uncertainties, while open-loop control is not.
# Bibliography
<a class="bibtex-entry" id="saxena12_advan_inter_model_contr_techn">Saxena, S., & Hote, Y., *Advances in internal model control technique: a review and future prospects*, IETE Technical Review, *29(6)*, 461 (2012). http://dx.doi.org/10.4103/0256-4602.105001</a> [](#14f767d8ba71d58fa8a3ec876628d750) ## Bibliography {#bibliography}
<a id="org7fbcfc6"></a>Saxena, Sahaj, and YogeshV Hote. 2012. “Advances in Internal Model Control Technique: A Review and Future Prospects.” _IETE Technical Review_ 29 (6):461. <https://doi.org/10.4103/0256-4602.105001>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: ([Sayed and Kailath 2001](#org0cb985f)) : ([Sayed and Kailath 2001](#org48c8405))
Author(s) Author(s)
: Sayed, A. H., & Kailath, T. : Sayed, A. H., & Kailath, T.
@ -20,4 +20,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org0cb985f"></a>Sayed, A. H., and T. Kailath. 2001. “A Survey of Spectral Factorization Methods.” _Numerical Linear Algebra with Applications_ 8 (6-7):46796. <https://doi.org/10.1002/nla.250>. <a id="org48c8405"></a>Sayed, A. H., and T. Kailath. 2001. “A Survey of Spectral Factorization Methods.” _Numerical Linear Algebra with Applications_ 8 (6-7):46796. <https://doi.org/10.1002/nla.250>.

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@ -8,7 +8,7 @@ Tags
: [Precision Engineering]({{< relref "precision_engineering" >}}) : [Precision Engineering]({{< relref "precision_engineering" >}})
Reference Reference
: <sup id="89f7d8f4c31f79f83e3666017687f525"><a class="reference-link" href="#schellekens98_desig_precis" title="Schellekens, Rosielle, Vermeulen, , Vermeulen, Wetzels \&amp; Pril, Design for Precision: Current Status and Trends, {Cirp Annals}, v(2), 557-586 (1998).">(Schellekens {\it et al.}, 1998)</a></sup> : ([Schellekens et al. 1998](#org5a7db02))
Author(s) Author(s)
: Schellekens, P., Rosielle, N., Vermeulen, H., Vermeulen, M., Wetzels, S., & Pril, W. : Schellekens, P., Rosielle, N., Vermeulen, H., Vermeulen, M., Wetzels, S., & Pril, W.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 1998 : 1998
# Bibliography
<a class="bibtex-entry" id="schellekens98_desig_precis">Schellekens, P., Rosielle, N., Vermeulen, H., Vermeulen, M., Wetzels, S., & Pril, W., *Design for precision: current status and trends*, Cirp Annals, *(2)*, 557586 (1998). http://dx.doi.org/10.1016/s0007-8506(07)63243-0</a> [](#89f7d8f4c31f79f83e3666017687f525) ## Bibliography {#bibliography}
<a id="org5a7db02"></a>Schellekens, P., N. Rosielle, H. Vermeulen, M. Vermeulen, S. Wetzels, and W. Pril. 1998. “Design for Precision: Current Status and Trends.” _Cirp Annals_, no. 2:55786. <https://doi.org/10.1016/s0007-8506(07)>63243-0.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: ([Schroeck, Messner, and McNab 2001](#orga714386)) : ([Schroeck, Messner, and McNab 2001](#orgd39dd43))
Author(s) Author(s)
: Schroeck, S., Messner, W., & McNab, R. : Schroeck, S., Messner, W., & McNab, R.
@ -20,4 +20,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orga714386"></a>Schroeck, S.J., W.C. Messner, and R.J. McNab. 2001. “On Compensator Design for Linear Time-Invariant Dual-Input Single-Output Systems.” _IEEE/ASME Transactions on Mechatronics_ 6 (1):5057. <https://doi.org/10.1109/3516.914391>. <a id="orgd39dd43"></a>Schroeck, S.J., W.C. Messner, and R.J. McNab. 2001. “On Compensator Design for Linear Time-Invariant Dual-Input Single-Output Systems.” _IEEE/ASME Transactions on Mechatronics_ 6 (1):5057. <https://doi.org/10.1109/3516.914391>.

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@ -8,7 +8,7 @@ Tags
: [Sensor Fusion]({{< relref "sensor_fusion" >}}) : [Sensor Fusion]({{< relref "sensor_fusion" >}})
Reference Reference
: <sup id="eb5a15a8c900d93de0b9bab520e1b6da"><a class="reference-link" href="#sebastian12_nanop_with_multip_sensor" title="Abu Sebastian \&amp; Angeliki Pantazi, Nanopositioning With Multiple Sensors: a Case Study in Data Storage, {IEEE Transactions on Control Systems Technology}, v(2), 382-394 (2012).">(Abu Sebastian \& Angeliki Pantazi, 2012)</a></sup> : ([Sebastian and Pantazi 2012](#org3eeb20a))
Author(s) Author(s)
: Sebastian, A., & Pantazi, A. : Sebastian, A., & Pantazi, A.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 2012 : 2012
# Bibliography
<a class="bibtex-entry" id="sebastian12_nanop_with_multip_sensor">Sebastian, A., & Pantazi, A., *Nanopositioning with multiple sensors: a case study in data storage*, IEEE Transactions on Control Systems Technology, *20(2)*, 382394 (2012). http://dx.doi.org/10.1109/tcst.2011.2177982</a> [](#eb5a15a8c900d93de0b9bab520e1b6da) ## Bibliography {#bibliography}
<a id="org3eeb20a"></a>Sebastian, Abu, and Angeliki Pantazi. 2012. “Nanopositioning with Multiple Sensors: A Case Study in Data Storage.” _IEEE Transactions on Control Systems Technology_ 20 (2):38294. <https://doi.org/10.1109/tcst.2011.2177982>.

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@ -8,7 +8,7 @@ Tags
: [Active Damping]({{< relref "active_damping" >}}) : [Active Damping]({{< relref "active_damping" >}})
Reference Reference
: ([Souleille et al. 2018](#org91c3531)) : ([Souleille et al. 2018](#orgaa465de))
Author(s) Author(s)
: Souleille, A., Lampert, T., Lafarga, V., Hellegouarch, S., Rondineau, A., Rodrigues, Gonccalo, & Collette, C. : Souleille, A., Lampert, T., Lafarga, V., Hellegouarch, S., Rondineau, A., Rodrigues, Gonccalo, & Collette, C.
@ -23,10 +23,10 @@ This article discusses the use of Integral Force Feedback with amplified piezoel
## Single degree-of-freedom isolator {#single-degree-of-freedom-isolator} ## Single degree-of-freedom isolator {#single-degree-of-freedom-isolator}
Figure [1](#org4fea547) shows a picture of the amplified piezoelectric stack. Figure [1](#org024c118) shows a picture of the amplified piezoelectric stack.
The piezoelectric actuator is divided into two parts: one is used as an actuator, and the other one is used as a force sensor. The piezoelectric actuator is divided into two parts: one is used as an actuator, and the other one is used as a force sensor.
<a id="org4fea547"></a> <a id="org024c118"></a>
{{< figure src="/ox-hugo/souleille18_model_piezo.png" caption="Figure 1: Picture of an APA100M from Cedrat Technologies. Simplified model of a one DoF payload mounted on such isolator" >}} {{< figure src="/ox-hugo/souleille18_model_piezo.png" caption="Figure 1: Picture of an APA100M from Cedrat Technologies. Simplified model of a one DoF payload mounted on such isolator" >}}
@ -61,38 +61,38 @@ and the control force is given by:
f = F\_s G(s) = F\_s \frac{g}{s} f = F\_s G(s) = F\_s \frac{g}{s}
\end{equation} \end{equation}
The effect of the controller are shown in Figure [2](#orgfc78016): The effect of the controller are shown in Figure [2](#orge334eeb):
- the resonance peak is almost critically damped - the resonance peak is almost critically damped
- the passive isolation \\(\frac{x\_1}{w}\\) is not degraded at high frequencies - the passive isolation \\(\frac{x\_1}{w}\\) is not degraded at high frequencies
- the degradation of the compliance \\(\frac{x\_1}{F}\\) induced by feedback is limited at \\(\frac{1}{k\_1}\\) - the degradation of the compliance \\(\frac{x\_1}{F}\\) induced by feedback is limited at \\(\frac{1}{k\_1}\\)
- the fraction of the force transmitted to the payload that is measured by the force sensor is reduced at low frequencies - the fraction of the force transmitted to the payload that is measured by the force sensor is reduced at low frequencies
<a id="orgfc78016"></a> <a id="orge334eeb"></a>
{{< figure src="/ox-hugo/souleille18_tf_iff_result.png" caption="Figure 2: Matrix of transfer functions from input (w, f, F) to output (Fs, x1) in open loop (blue curves) and closed loop (dashed red curves)" >}} {{< figure src="/ox-hugo/souleille18_tf_iff_result.png" caption="Figure 2: Matrix of transfer functions from input (w, f, F) to output (Fs, x1) in open loop (blue curves) and closed loop (dashed red curves)" >}}
<a id="org86440e0"></a> <a id="orgcccf310"></a>
{{< figure src="/ox-hugo/souleille18_root_locus.png" caption="Figure 3: Single DoF system. Comparison between the theoretical (solid curve) and the experimental (crosses) root-locus" >}} {{< figure src="/ox-hugo/souleille18_root_locus.png" caption="Figure 3: Single DoF system. Comparison between the theoretical (solid curve) and the experimental (crosses) root-locus" >}}
## Flexible payload mounted on three isolators {#flexible-payload-mounted-on-three-isolators} ## Flexible payload mounted on three isolators {#flexible-payload-mounted-on-three-isolators}
A heavy payload is mounted on a set of three isolators (Figure [4](#org2b1d225)). A heavy payload is mounted on a set of three isolators (Figure [4](#orga53fff7)).
The payload consists of two masses, connected through flexible blades such that the flexible resonance of the payload in the vertical direction is around 65Hz. The payload consists of two masses, connected through flexible blades such that the flexible resonance of the payload in the vertical direction is around 65Hz.
<a id="org2b1d225"></a> <a id="orga53fff7"></a>
{{< figure src="/ox-hugo/souleille18_setup_flexible_payload.png" caption="Figure 4: Right: picture of the experimental setup. It consists of a flexible payload mounted on a set of three isolators. Left: simplified sketch of the setup, showing only the vertical direction" >}} {{< figure src="/ox-hugo/souleille18_setup_flexible_payload.png" caption="Figure 4: Right: picture of the experimental setup. It consists of a flexible payload mounted on a set of three isolators. Left: simplified sketch of the setup, showing only the vertical direction" >}}
As shown in Figure [5](#orge25f187), both the suspension modes and the flexible modes of the payload can be critically damped. As shown in Figure [5](#orge070a1d), both the suspension modes and the flexible modes of the payload can be critically damped.
<a id="orge25f187"></a> <a id="orge070a1d"></a>
{{< figure src="/ox-hugo/souleille18_result_damping_transmissibility.png" caption="Figure 5: Transmissibility between the table top \\(w\\) and \\(m\_1\\)" >}} {{< figure src="/ox-hugo/souleille18_result_damping_transmissibility.png" caption="Figure 5: Transmissibility between the table top \\(w\\) and \\(m\_1\\)" >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org91c3531"></a>Souleille, Adrien, Thibault Lampert, V Lafarga, Sylvain Hellegouarch, Alan Rondineau, Gonçalo Rodrigues, and Christophe Collette. 2018. “A Concept of Active Mount for Space Applications.” _CEAS Space Journal_ 10 (2). Springer:15765. <a id="orgaa465de"></a>Souleille, Adrien, Thibault Lampert, V Lafarga, Sylvain Hellegouarch, Alan Rondineau, Gonçalo Rodrigues, and Christophe Collette. 2018. “A Concept of Active Mount for Space Applications.” _CEAS Space Journal_ 10 (2). Springer:15765.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="a48f6708d087625a42ca2375407a2bc4"><a class="reference-link" href="#spanos95_soft_activ_vibrat_isolat" title="Spanos, Rahman \&amp; Blackwood, A Soft 6-axis Active Vibration Isolator, nil, in in: {Proceedings of 1995 American Control Conference - ACC'95}, edited by (1995)">(Spanos {\it et al.}, 1995)</a></sup> : ([Spanos, Rahman, and Blackwood 1995](#orgad76892))
Author(s) Author(s)
: Spanos, J., Rahman, Z., & Blackwood, G. : Spanos, J., Rahman, Z., & Blackwood, G.
@ -16,14 +16,14 @@ Author(s)
Year Year
: 1995 : 1995
**Stewart Platform** (Figure [1](#org2d8aec6)): **Stewart Platform** (Figure [1](#org6d10ec2)):
- Voice Coil - Voice Coil
- Flexible joints (cross-blades) - Flexible joints (cross-blades)
- Force Sensors - Force Sensors
- Cubic Configuration - Cubic Configuration
<a id="org2d8aec6"></a> <a id="org6d10ec2"></a>
{{< figure src="/ox-hugo/spanos95_stewart_platform.png" caption="Figure 1: Stewart Platform" >}} {{< figure src="/ox-hugo/spanos95_stewart_platform.png" caption="Figure 1: Stewart Platform" >}}
@ -41,7 +41,7 @@ After redesign of the struts:
- low frequency zero at 2.6Hz but non-minimum phase (not explained). - low frequency zero at 2.6Hz but non-minimum phase (not explained).
Small viscous damping material in the cross blade flexures made the zero minimum phase again. Small viscous damping material in the cross blade flexures made the zero minimum phase again.
<a id="org4f9f9d6"></a> <a id="orgfef5d56"></a>
{{< figure src="/ox-hugo/spanos95_iff_plant.png" caption="Figure 2: Experimentally measured transfer function from voice coil drive voltage to collocated load cell output voltage" >}} {{< figure src="/ox-hugo/spanos95_iff_plant.png" caption="Figure 2: Experimentally measured transfer function from voice coil drive voltage to collocated load cell output voltage" >}}
@ -52,11 +52,13 @@ The controller used consisted of:
- first order lag filter to provide adequate phase margin at the low frequency crossover - first order lag filter to provide adequate phase margin at the low frequency crossover
- a first order high pass filter to attenuate the excess gain resulting from the low frequency zero - a first order high pass filter to attenuate the excess gain resulting from the low frequency zero
The results in terms of transmissibility are shown in Figure [3](#orgc669f80). The results in terms of transmissibility are shown in Figure [3](#orgec62915).
<a id="orgc669f80"></a> <a id="orgec62915"></a>
{{< figure src="/ox-hugo/spanos95_results.png" caption="Figure 3: Experimentally measured Frobenius norm of the 6-axis transmissibility" >}} {{< figure src="/ox-hugo/spanos95_results.png" caption="Figure 3: Experimentally measured Frobenius norm of the 6-axis transmissibility" >}}
# Bibliography
<a class="bibtex-entry" id="spanos95_soft_activ_vibrat_isolat">Spanos, J., Rahman, Z., & Blackwood, G., *A soft 6-axis active vibration isolator*, In , Proceedings of 1995 American Control Conference - ACC'95 (pp. ) (1995). : .</a> [](#a48f6708d087625a42ca2375407a2bc4) ## Bibliography {#bibliography}
<a id="orgad76892"></a>Spanos, J., Z. Rahman, and G. Blackwood. 1995. “A Soft 6-Axis Active Vibration Isolator.” In _Proceedings of 1995 American Control Conference - ACC95_, nil. <https://doi.org/10.1109/acc.1995.529280>.

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@ -8,7 +8,7 @@ Tags
: [Nano Active Stabilization System]({{< relref "nano_active_stabilization_system" >}}), [Positioning Stations]({{< relref "positioning_stations" >}}) : [Nano Active Stabilization System]({{< relref "nano_active_stabilization_system" >}}), [Positioning Stations]({{< relref "positioning_stations" >}})
Reference Reference
: <sup id="abb1be5f48179255f7d8c45b1784bcf8"><a class="reference-link" href="#stankevic17_inter_charac_rotat_stages_x_ray_nanot" title="Tomas Stankevic, Christer Engblom, Florent Langlois, , Filipe Alves, Alain Lestrade, Nicolas Jobert, , Gilles Cauchon, Ulrich Vogt \&amp; Stefan Kubsky, Interferometric Characterization of Rotation Stages for X-Ray Nanotomography, {Review of Scientific Instruments}, v(5), 053703 (2017).">(Tomas Stankevic {\it et al.}, 2017)</a></sup> : ([Stankevic et al. 2017](#org7b0b97a))
Author(s) Author(s)
: Stankevic, T., Engblom, C., Langlois, F., Alves, F., Lestrade, A., Jobert, N., Cauchon, G., … : Stankevic, T., Engblom, C., Langlois, F., Alves, F., Lestrade, A., Jobert, N., Cauchon, G., …
@ -19,7 +19,7 @@ Year
- Similar Station than the NASS - Similar Station than the NASS
- Similar Metrology with fiber based interferometers and cylindrical reference mirror - Similar Metrology with fiber based interferometers and cylindrical reference mirror
<a id="orgc36dc2f"></a> <a id="org89f4881"></a>
{{< figure src="/ox-hugo/stankevic17_station.png" caption="Figure 1: Positioning Station" >}} {{< figure src="/ox-hugo/stankevic17_station.png" caption="Figure 1: Positioning Station" >}}
@ -29,5 +29,7 @@ Year
- Non-repeatable errors => feedback - Non-repeatable errors => feedback
- Result: 40nm runout error - Result: 40nm runout error
# Bibliography
<a class="bibtex-entry" id="stankevic17_inter_charac_rotat_stages_x_ray_nanot">Stankevic, T., Engblom, C., Langlois, F., Alves, F., Lestrade, A., Jobert, N., Cauchon, G., …, *Interferometric characterization of rotation stages for x-ray nanotomography*, Review of Scientific Instruments, *88(5)*, 053703 (2017). http://dx.doi.org/10.1063/1.4983405</a> [](#abb1be5f48179255f7d8c45b1784bcf8) ## Bibliography {#bibliography}
<a id="org7b0b97a"></a>Stankevic, Tomas, Christer Engblom, Florent Langlois, Filipe Alves, Alain Lestrade, Nicolas Jobert, Gilles Cauchon, Ulrich Vogt, and Stefan Kubsky. 2017. “Interferometric Characterization of Rotation Stages for X-Ray Nanotomography.” _Review of Scientific Instruments_ 88 (5):053703. <https://doi.org/10.1063/1.4983405>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}})
Reference Reference
: ([Tang, Cao, and Yu 2018](#org6d9be33)) : ([Tang, Cao, and Yu 2018](#orge54a32c))
Author(s) Author(s)
: Tang, J., Cao, D., & Yu, T. : Tang, J., Cao, D., & Yu, T.
@ -19,4 +19,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org6d9be33"></a>Tang, Jie, Dengqing Cao, and Tianhu Yu. 2018. “Decentralized Vibration Control of a Voice Coil Motor-Based Stewart Parallel Mechanism: Simulation and Experiments.” _Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science_ 233 (1):13245. <https://doi.org/10.1177/0954406218756941>. <a id="orge54a32c"></a>Tang, Jie, Dengqing Cao, and Tianhu Yu. 2018. “Decentralized Vibration Control of a Voice Coil Motor-Based Stewart Parallel Mechanism: Simulation and Experiments.” _Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science_ 233 (1):13245. <https://doi.org/10.1177/0954406218756941>.

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@ -8,7 +8,7 @@ Tags
: [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="ef30bc07c91e9d46a42198757dc610de"><a class="reference-link" href="#tjepkema12_sensor_fusion_activ_vibrat_isolat_precis_equip" title="Tjepkema, van Dijk \&amp; Soemers, Sensor Fusion for Active Vibration Isolation in Precision Equipment, {Journal of Sound and Vibration}, v(4), 735-749 (2012).">(Tjepkema {\it et al.}, 2012)</a></sup> : ([Tjepkema, Dijk, and Soemers 2012](#org04bf993))
Author(s) Author(s)
: Tjepkema, D., Dijk, J. v., & Soemers, H. : Tjepkema, D., Dijk, J. v., & Soemers, H.
@ -46,5 +46,7 @@ Control law: \\(f = -Gx\\)
Heavier sensor => lower noise but it is harder to maintain collocation with the actuator => that limits the bandwidth. Heavier sensor => lower noise but it is harder to maintain collocation with the actuator => that limits the bandwidth.
There is a compromise between sensor noise and the influence of the sensor size on the system's design and on the control bandwidth. There is a compromise between sensor noise and the influence of the sensor size on the system's design and on the control bandwidth.
# Bibliography
<a class="bibtex-entry" id="tjepkema12_sensor_fusion_activ_vibrat_isolat_precis_equip">Tjepkema, D., Dijk, J. v., & Soemers, H., *Sensor fusion for active vibration isolation in precision equipment*, Journal of Sound and Vibration, *331(4)*, 735749 (2012). http://dx.doi.org/10.1016/j.jsv.2011.09.022</a> [](#ef30bc07c91e9d46a42198757dc610de) ## Bibliography {#bibliography}
<a id="org04bf993"></a>Tjepkema, D., J. van Dijk, and H.M.J.R. Soemers. 2012. “Sensor Fusion for Active Vibration Isolation in Precision Equipment.” _Journal of Sound and Vibration_ 331 (4):73549. <https://doi.org/10.1016/j.jsv.2011.09.022>.

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@ -8,7 +8,7 @@ Tags
: [Nano Active Stabilization System]({{< relref "nano_active_stabilization_system" >}}) : [Nano Active Stabilization System]({{< relref "nano_active_stabilization_system" >}})
Reference Reference
: ([Wang et al. 2012](#org72cf603)) : ([Wang et al. 2012](#orgc06402b))
Author(s) Author(s)
: Wang, J., Chen, Y. K., Yuan, Q., Tkachuk, A., Erdonmez, C., Hornberger, B., & Feser, M. : Wang, J., Chen, Y. K., Yuan, Q., Tkachuk, A., Erdonmez, C., Hornberger, B., & Feser, M.
@ -28,4 +28,4 @@ It uses calibrated metrology disc and capacitive sensors
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org72cf603"></a>Wang, Jun, Yu-chen Karen Chen, Qingxi Yuan, Andrei Tkachuk, Can Erdonmez, Benjamin Hornberger, and Michael Feser. 2012. “Automated Markerless Full Field Hard X-Ray Microscopic Tomography at Sub-50 Nm 3-Dimension Spatial Resolution.” _Applied Physics Letters_ 100 (14):143107. <https://doi.org/10.1063/1.3701579>. <a id="orgc06402b"></a>Wang, Jun, Yu-chen Karen Chen, Qingxi Yuan, Andrei Tkachuk, Can Erdonmez, Benjamin Hornberger, and Michael Feser. 2012. “Automated Markerless Full Field Hard X-Ray Microscopic Tomography at Sub-50 Nm 3-Dimension Spatial Resolution.” _Applied Physics Letters_ 100 (14):143107. <https://doi.org/10.1063/1.3701579>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Flexible Joints]({{< relref "flexible_joints" >}})
Reference Reference
: ([Wang et al. 2016](#org22df838)) : ([Wang et al. 2016](#orgf512901))
Author(s) Author(s)
: Wang, C., Xie, X., Chen, Y., & Zhang, Z. : Wang, C., Xie, X., Chen, Y., & Zhang, Z.
@ -25,7 +25,7 @@ Year
The model is compared with a Finite Element model and is shown to give the same results. The model is compared with a Finite Element model and is shown to give the same results.
The proposed model is thus effective. The proposed model is thus effective.
<a id="org0dd5327"></a> <a id="orgce42532"></a>
{{< figure src="/ox-hugo/wang16_stewart_platform.png" caption="Figure 1: Stewart Platform" >}} {{< figure src="/ox-hugo/wang16_stewart_platform.png" caption="Figure 1: Stewart Platform" >}}
@ -35,11 +35,11 @@ Combines:
- the FxLMS-based adaptive inverse control => suppress transmission of periodic vibrations - the FxLMS-based adaptive inverse control => suppress transmission of periodic vibrations
- direct feedback of integrated forces => dampen vibration of inherent modes and thus reduce random vibrations - direct feedback of integrated forces => dampen vibration of inherent modes and thus reduce random vibrations
Force Feedback (Figure [2](#org0b0c9ed)). Force Feedback (Figure [2](#org6f9719a)).
- the force sensor is mounted **between the base and the strut** - the force sensor is mounted **between the base and the strut**
<a id="org0b0c9ed"></a> <a id="org6f9719a"></a>
{{< figure src="/ox-hugo/wang16_force_feedback.png" caption="Figure 2: Feedback of integrated forces in the platform" >}} {{< figure src="/ox-hugo/wang16_force_feedback.png" caption="Figure 2: Feedback of integrated forces in the platform" >}}
@ -56,4 +56,4 @@ Sorts of HAC-LAC control:
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org22df838"></a>Wang, Chaoxin, Xiling Xie, Yanhao Chen, and Zhiyi Zhang. 2016. “Investigation on Active Vibration Isolation of a Stewart Platform with Piezoelectric Actuators.” _Journal of Sound and Vibration_ 383 (November). Elsevier BV:119. <https://doi.org/10.1016/j.jsv.2016.07.021>. <a id="orgf512901"></a>Wang, Chaoxin, Xiling Xie, Yanhao Chen, and Zhiyi Zhang. 2016. “Investigation on Active Vibration Isolation of a Stewart Platform with Piezoelectric Actuators.” _Journal of Sound and Vibration_ 383 (November). Elsevier BV:119. <https://doi.org/10.1016/j.jsv.2016.07.021>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}), [Cubic Architecture]({{< relref "cubic_architecture" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Flexible Joints]({{< relref "flexible_joints" >}}), [Cubic Architecture]({{< relref "cubic_architecture" >}})
Reference Reference
: <sup id="d39b6222c8dd2baf188d677733c2826c"><a class="reference-link" href="#yang19_dynam_model_decoup_contr_flexib" title="Yang, Wu, Chen, Kang, ShengZheng \&amp; Cheng, Dynamic Modeling and Decoupled Control of a Flexible Stewart Platform for Vibration Isolation, {Journal of Sound and Vibration}, v(), 398-412 (2019).">(Yang {\it et al.}, 2019)</a></sup> : ([Yang et al. 2019](#org1678fd1))
Author(s) Author(s)
: Yang, X., Wu, H., Chen, B., Kang, S., & Cheng, S. : Yang, X., Wu, H., Chen, B., Kang, S., & Cheng, S.
@ -25,23 +25,23 @@ Year
The joint stiffness impose a limitation on the control performance using force sensors as it adds a zero at low frequency in the dynamics. The joint stiffness impose a limitation on the control performance using force sensors as it adds a zero at low frequency in the dynamics.
Thus, this stiffness is taken into account in the dynamics and compensated for. Thus, this stiffness is taken into account in the dynamics and compensated for.
**Stewart platform** (Figure [1](#org96fb07f)): **Stewart platform** (Figure [1](#org082a4f7)):
- piezoelectric actuators - piezoelectric actuators
- flexible joints (Figure [2](#org62b30be)) - flexible joints (Figure [2](#org66efbec))
- force sensors (used for vibration isolation) - force sensors (used for vibration isolation)
- displacement sensors (used to decouple the dynamics) - displacement sensors (used to decouple the dynamics)
- cubic (even though not said explicitly) - cubic (even though not said explicitly)
<a id="org96fb07f"></a> <a id="org082a4f7"></a>
{{< figure src="/ox-hugo/yang19_stewart_platform.png" caption="Figure 1: Stewart Platform" >}} {{< figure src="/ox-hugo/yang19_stewart_platform.png" caption="Figure 1: Stewart Platform" >}}
<a id="org62b30be"></a> <a id="org66efbec"></a>
{{< figure src="/ox-hugo/yang19_flexible_joints.png" caption="Figure 2: Flexible Joints" >}} {{< figure src="/ox-hugo/yang19_flexible_joints.png" caption="Figure 2: Flexible Joints" >}}
The stiffness of the flexible joints (Figure [2](#org62b30be)) are computed with an FEM model and shown in Table [1](#table--tab:yang19-stiffness-flexible-joints). The stiffness of the flexible joints (Figure [2](#org66efbec)) are computed with an FEM model and shown in Table [1](#table--tab:yang19-stiffness-flexible-joints).
<a id="table--tab:yang19-stiffness-flexible-joints"></a> <a id="table--tab:yang19-stiffness-flexible-joints"></a>
<div class="table-caption"> <div class="table-caption">
@ -105,9 +105,9 @@ In order to apply this control strategy:
- The jacobian has to be computed - The jacobian has to be computed
- No information about modal matrix is needed - No information about modal matrix is needed
The block diagram of the control strategy is represented in Figure [3](#org6a06ad2). The block diagram of the control strategy is represented in Figure [3](#orgc6324f9).
<a id="org6a06ad2"></a> <a id="orgc6324f9"></a>
{{< figure src="/ox-hugo/yang19_control_arch.png" caption="Figure 3: Control Architecture used" >}} {{< figure src="/ox-hugo/yang19_control_arch.png" caption="Figure 3: Control Architecture used" >}}
@ -121,10 +121,10 @@ Substituting \\(H(s)\\) in the equation of motion gives that:
**Experimental Validation**: **Experimental Validation**:
An external Shaker is used to excite the base and accelerometers are located on the base and mobile platforms to measure their motion. An external Shaker is used to excite the base and accelerometers are located on the base and mobile platforms to measure their motion.
The results are shown in Figure [4](#orgb8bd696). The results are shown in Figure [4](#org45c63bf).
In theory, the vibration performance can be improved, however in practice, increasing the gain causes saturation of the piezoelectric actuators and then the instability occurs. In theory, the vibration performance can be improved, however in practice, increasing the gain causes saturation of the piezoelectric actuators and then the instability occurs.
<a id="orgb8bd696"></a> <a id="org45c63bf"></a>
{{< figure src="/ox-hugo/yang19_results.png" caption="Figure 4: Frequency response of the acceleration ratio between the paylaod and excitation (Transmissibility)" >}} {{< figure src="/ox-hugo/yang19_results.png" caption="Figure 4: Frequency response of the acceleration ratio between the paylaod and excitation (Transmissibility)" >}}
@ -133,5 +133,7 @@ In theory, the vibration performance can be improved, however in practice, incre
> The force feedback makes the six-DOF MIMO system decoupled into six SISO subsystems in modal space, where the control gains can be designed and analyzed more effectively and conveniently. > The force feedback makes the six-DOF MIMO system decoupled into six SISO subsystems in modal space, where the control gains can be designed and analyzed more effectively and conveniently.
> The proportional and integral gains in the sub-controller are used to separately regulate the vibration isolation bandwidth and active damping simultaneously for the six vibration modes. > The proportional and integral gains in the sub-controller are used to separately regulate the vibration isolation bandwidth and active damping simultaneously for the six vibration modes.
# Bibliography
<a class="bibtex-entry" id="yang19_dynam_model_decoup_contr_flexib">Yang, X., Wu, H., Chen, B., Kang, S., & Cheng, S., *Dynamic modeling and decoupled control of a flexible stewart platform for vibration isolation*, Journal of Sound and Vibration, *439()*, 398412 (2019). http://dx.doi.org/10.1016/j.jsv.2018.10.007</a> [](#d39b6222c8dd2baf188d677733c2826c) ## Bibliography {#bibliography}
<a id="org1678fd1"></a>Yang, XiaoLong, HongTao Wu, Bai Chen, ShengZheng Kang, and ShiLi Cheng. 2019. “Dynamic Modeling and Decoupled Control of a Flexible Stewart Platform for Vibration Isolation.” _Journal of Sound and Vibration_ 439 (January). Elsevier BV:398412. <https://doi.org/10.1016/j.jsv.2018.10.007>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: ([Yun et al. 2020](#org63dfd15)) : ([Yun et al. 2020](#orga992678))
Author(s) Author(s)
: Yun, H., Liu, L., Li, Q., & Yang, H. : Yun, H., Liu, L., Li, Q., & Yang, H.
@ -20,4 +20,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org63dfd15"></a>Yun, Hai, Lei Liu, Qing Li, and Hongjie Yang. 2020. “Investigation on Two-Stage Vibration Suppression and Precision Pointing for Space Optical Payloads.” _Aerospace Science and Technology_ 96 (nil):105543. <https://doi.org/10.1016/j.ast.2019.105543>. <a id="orga992678"></a>Yun, Hai, Lei Liu, Qing Li, and Hongjie Yang. 2020. “Investigation on Two-Stage Vibration Suppression and Precision Pointing for Space Optical Payloads.” _Aerospace Science and Technology_ 96 (nil):105543. <https://doi.org/10.1016/j.ast.2019.105543>.

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@ -8,8 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: <sup id="a457d4de462d2fe52a1bbb848182b554"><a class="reference-link" href="#zhang11_six_dof" title="Zhen Zhang, J Liu, Jq Mao, Yx Guo \&amp; Yh Ma, Six DOF active vibration control using stewart platform with non-cubic configuration, nil, in in: {2011 6th IEEE Conference on Industrial Electronics and : ([Zhang et al. 2011](#org9aff0f7))
Applications}, edited by (2011)">(Zhen Zhang {\it et al.}, 2011)</a></sup>
Author(s) Author(s)
: Zhang, Z., Liu, J., Mao, J., Guo, Y., & Ma, Y. : Zhang, Z., Liu, J., Mao, J., Guo, Y., & Ma, Y.
@ -26,9 +25,11 @@ Year
- **Accelerometers** for active isolation - **Accelerometers** for active isolation
- Adaptive FIR filters for active isolation control - Adaptive FIR filters for active isolation control
<a id="org856ccde"></a> <a id="org7c06a5a"></a>
{{< figure src="/ox-hugo/zhang11_platform.png" caption="Figure 1: Prototype of the non-cubic stewart platform" >}} {{< figure src="/ox-hugo/zhang11_platform.png" caption="Figure 1: Prototype of the non-cubic stewart platform" >}}
# Bibliography
<a class="bibtex-entry" id="zhang11_six_dof">Zhang, Z., Liu, J., Mao, J., Guo, Y., & Ma, Y., *Six dof active vibration control using stewart platform with non-cubic configuration*, In , 2011 6th IEEE Conference on Industrial Electronics and Applications (pp. ) (2011). : .</a> [](#a457d4de462d2fe52a1bbb848182b554) ## Bibliography {#bibliography}
<a id="org9aff0f7"></a>Zhang, Zhen, J Liu, Jq Mao, Yx Guo, and Yh Ma. 2011. “Six DOF Active Vibration Control Using Stewart Platform with Non-Cubic Configuration.” In _2011 6th IEEE Conference on Industrial Electronics and Applications_, nil. <https://doi.org/10.1109/iciea.2011.5975679>.

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@ -8,7 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: ([Zuo 2004](#org21a244a)) : ([Zuo 2004](#org09e672c))
Author(s) Author(s)
: Zuo, L. : Zuo, L.
@ -26,23 +26,23 @@ Year
> They found that coupling from flexible modes is much smaller than in soft active mounts in the load (force) feedback. > They found that coupling from flexible modes is much smaller than in soft active mounts in the load (force) feedback.
> Note that reaction force actuators can also work with soft mounts or hard mounts. > Note that reaction force actuators can also work with soft mounts or hard mounts.
<a id="org813c7b5"></a> <a id="org367df78"></a>
{{< figure src="/ox-hugo/zuo04_piezo_spring_series.png" caption="Figure 1: PZT actuator and spring in series" >}} {{< figure src="/ox-hugo/zuo04_piezo_spring_series.png" caption="Figure 1: PZT actuator and spring in series" >}}
<a id="orgb0453c3"></a> <a id="orgbb59454"></a>
{{< figure src="/ox-hugo/zuo04_voice_coil_spring_parallel.png" caption="Figure 2: Voice coil actuator and spring in parallel" >}} {{< figure src="/ox-hugo/zuo04_voice_coil_spring_parallel.png" caption="Figure 2: Voice coil actuator and spring in parallel" >}}
<a id="orgc0f3c0e"></a> <a id="orgb7c9f25"></a>
{{< figure src="/ox-hugo/zuo04_piezo_plant.png" caption="Figure 3: Transmission from PZT voltage to geophone output" >}} {{< figure src="/ox-hugo/zuo04_piezo_plant.png" caption="Figure 3: Transmission from PZT voltage to geophone output" >}}
<a id="org0739a0f"></a> <a id="org740bc33"></a>
{{< figure src="/ox-hugo/zuo04_voice_coil_plant.png" caption="Figure 4: Transmission from voice coil voltage to geophone output" >}} {{< figure src="/ox-hugo/zuo04_voice_coil_plant.png" caption="Figure 4: Transmission from voice coil voltage to geophone output" >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org21a244a"></a>Zuo, Lei. 2004. “Element and System Design for Active and Passive Vibration Isolation.” Massachusetts Institute of Technology. <a id="org09e672c"></a>Zuo, Lei. 2004. “Element and System Design for Active and Passive Vibration Isolation.” Massachusetts Institute of Technology.

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@ -8,7 +8,7 @@ Tags
: [Multivariable Control]({{< relref "multivariable_control" >}}) : [Multivariable Control]({{< relref "multivariable_control" >}})
Reference Reference
: <sup id="51789ae56fcd2284b8426153d90595c8"><a href="#albertos04_multiv_contr_system" title="Albertos \&amp; Antonio, Multivariable Control Systems: an Engineering Approach, Springer-Verlag (2004).">(Albertos \& Antonio, 2004)</a></sup> : ([Albertos and Antonio 2004](#org10efb7f))
Author(s) Author(s)
: Albertos, P., & Antonio, S. : Albertos, P., & Antonio, S.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 2004 : 2004
# Bibliography
<a id="albertos04_multiv_contr_system"></a>Albertos, P., & Antonio, S., *Multivariable control systems: an engineering approach* (2004), : Springer-Verlag. [](#51789ae56fcd2284b8426153d90595c8) ## Bibliography {#bibliography}
<a id="org10efb7f"></a>Albertos, P., and S. Antonio. 2004. _Multivariable Control Systems: An Engineering Approach_. Advanced Textbooks in Control and Signal Processing. Springer-Verlag. <https://doi.org/10.1007/b97506>.

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@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Vibration Isolation]({{< relref "vibration_isolation" >}})
Reference Reference
: ([Du and Xie 2010](#org31ab1b9)) : ([Du and Xie 2010](#org500d07c))
Author(s) Author(s)
: Du, C., & Xie, L. : Du, C., & Xie, L.
@ -21,4 +21,4 @@ Read Chapter 1 and 3.
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org31ab1b9"></a>Du, Chunling, and Lihua Xie. 2010. _Modeling and Control of Vibration in Mechanical Systems_. Automation and Control Engineering. CRC Press. <https://doi.org/10.1201/9781439817995>. <a id="org500d07c"></a>Du, Chunling, and Lihua Xie. 2010. _Modeling and Control of Vibration in Mechanical Systems_. Automation and Control Engineering. CRC Press. <https://doi.org/10.1201/9781439817995>.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: <sup id="28e6aa60b8446943c921ff0d6578ac85"><a href="#du19_multi_actuat_system_contr" title="Chunling Du \&amp; Chee Khiang Pang, Multi-stage Actuation Systems and Control, CRC Press (2019).">(Chunling Du \& Chee Khiang Pang, 2019)</a></sup> : ([Du and Pang 2019](#org0a01a88))
Author(s) Author(s)
: Du, C., & Pang, C. K. : Du, C., & Pang, C. K.
@ -68,9 +68,9 @@ and the resonance \\(P\_{ri}(s)\\) can be represented as one of the following fo
#### Secondary Actuators {#secondary-actuators} #### Secondary Actuators {#secondary-actuators}
We here consider two types of secondary actuators: the PZT milliactuator (figure [1](#orgb678385)) and the microactuator. We here consider two types of secondary actuators: the PZT milliactuator (figure [1](#orgc878233)) and the microactuator.
<a id="orgb678385"></a> <a id="orgc878233"></a>
{{< figure src="/ox-hugo/du19_pzt_actuator.png" caption="Figure 1: A PZT-actuator suspension" >}} {{< figure src="/ox-hugo/du19_pzt_actuator.png" caption="Figure 1: A PZT-actuator suspension" >}}
@ -92,9 +92,9 @@ There characteristics are shown on table [1](#table--tab:microactuator).
### Single-Stage Actuation Systems {#single-stage-actuation-systems} ### Single-Stage Actuation Systems {#single-stage-actuation-systems}
A typical closed-loop control system is shown on figure [2](#orgcf5d697), where \\(P\_v(s)\\) and \\(C(z)\\) represent the actuator system and its controller. A typical closed-loop control system is shown on figure [2](#orgb09803d), where \\(P\_v(s)\\) and \\(C(z)\\) represent the actuator system and its controller.
<a id="orgcf5d697"></a> <a id="orgb09803d"></a>
{{< figure src="/ox-hugo/du19_single_stage_control.png" caption="Figure 2: Block diagram of a single-stage actuation system" >}} {{< figure src="/ox-hugo/du19_single_stage_control.png" caption="Figure 2: Block diagram of a single-stage actuation system" >}}
@ -104,7 +104,7 @@ A typical closed-loop control system is shown on figure [2](#orgcf5d697), where
Dual-stage actuation mechanism for the hard disk drives consists of a VCM actuator and a secondary actuator placed between the VCM and the sensor head. Dual-stage actuation mechanism for the hard disk drives consists of a VCM actuator and a secondary actuator placed between the VCM and the sensor head.
The VCM is used as the primary stage to provide long track seeking but with poor accuracy and slow response time, while the secondary stage actuator is used to provide higher positioning accuracy and faster response but with a stroke limit. The VCM is used as the primary stage to provide long track seeking but with poor accuracy and slow response time, while the secondary stage actuator is used to provide higher positioning accuracy and faster response but with a stroke limit.
<a id="orga011b51"></a> <a id="org0429ba3"></a>
{{< figure src="/ox-hugo/du19_dual_stage_control.png" caption="Figure 3: Block diagram of dual-stage actuation system" >}} {{< figure src="/ox-hugo/du19_dual_stage_control.png" caption="Figure 3: Block diagram of dual-stage actuation system" >}}
@ -130,7 +130,7 @@ In view of this, the controller design for dual-stage actuation systems adopts a
### Control Schemes {#control-schemes} ### Control Schemes {#control-schemes}
A popular control scheme for dual-stage actuation system is the **decoupled structure** as shown in figure [4](#org7def875). A popular control scheme for dual-stage actuation system is the **decoupled structure** as shown in figure [4](#orge247255).
- \\(C\_v(z)\\) and \\(C\_p(z)\\) are the controllers respectively, for the primary VCM actuator \\(P\_v(s)\\) and the secondary actuator \\(P\_p(s)\\). - \\(C\_v(z)\\) and \\(C\_p(z)\\) are the controllers respectively, for the primary VCM actuator \\(P\_v(s)\\) and the secondary actuator \\(P\_p(s)\\).
- \\(\hat{P}\_p(z)\\) is an approximation of \\(P\_p\\) to estimate \\(y\_p\\). - \\(\hat{P}\_p(z)\\) is an approximation of \\(P\_p\\) to estimate \\(y\_p\\).
@ -138,7 +138,7 @@ A popular control scheme for dual-stage actuation system is the **decoupled stru
- \\(n\\) is the measurement noise - \\(n\\) is the measurement noise
- \\(d\_u\\) stands for external vibration - \\(d\_u\\) stands for external vibration
<a id="org7def875"></a> <a id="orge247255"></a>
{{< figure src="/ox-hugo/du19_decoupled_control.png" caption="Figure 4: Decoupled control structure for the dual-stage actuation system" >}} {{< figure src="/ox-hugo/du19_decoupled_control.png" caption="Figure 4: Decoupled control structure for the dual-stage actuation system" >}}
@ -160,14 +160,14 @@ The sensitivity functions of the VCM loop and the secondary actuator loop are
And we obtain that the dual-stage sensitivity function \\(S(z)\\) is the product of \\(S\_v(z)\\) and \\(S\_p(z)\\). And we obtain that the dual-stage sensitivity function \\(S(z)\\) is the product of \\(S\_v(z)\\) and \\(S\_p(z)\\).
Thus, the dual-stage system control design can be decoupled into two independent controller designs. Thus, the dual-stage system control design can be decoupled into two independent controller designs.
Another type of control scheme is the **parallel structure** as shown in figure [5](#orgbb3c494). Another type of control scheme is the **parallel structure** as shown in figure [5](#org89db254).
The open-loop transfer function from \\(pes\\) to \\(y\\) is The open-loop transfer function from \\(pes\\) to \\(y\\) is
\\[ G(z) = P\_p(z) C\_p(z) + P\_v(z) C\_v(z) \\] \\[ G(z) = P\_p(z) C\_p(z) + P\_v(z) C\_v(z) \\]
The overall sensitivity function of the closed-loop system from \\(r\\) to \\(pes\\) is The overall sensitivity function of the closed-loop system from \\(r\\) to \\(pes\\) is
\\[ S(z) = \frac{1}{1 + G(z)} = \frac{1}{1 + P\_p(z) C\_p(z) + P\_v(z) C\_v(z)} \\] \\[ S(z) = \frac{1}{1 + G(z)} = \frac{1}{1 + P\_p(z) C\_p(z) + P\_v(z) C\_v(z)} \\]
<a id="orgbb3c494"></a> <a id="org89db254"></a>
{{< figure src="/ox-hugo/du19_parallel_control_structure.png" caption="Figure 5: Parallel control structure for the dual-stage actuator system" >}} {{< figure src="/ox-hugo/du19_parallel_control_structure.png" caption="Figure 5: Parallel control structure for the dual-stage actuator system" >}}
@ -177,7 +177,7 @@ Because of the limited displacement range of the secondary actuator, the control
### Controller Design Method in the Continuous-Time Domain {#controller-design-method-in-the-continuous-time-domain} ### Controller Design Method in the Continuous-Time Domain {#controller-design-method-in-the-continuous-time-domain}
\\(\mathcal{H}\_\infty\\) loop shaping method is used to design the controllers for the primary and secondary actuators. \\(\mathcal{H}\_\infty\\) loop shaping method is used to design the controllers for the primary and secondary actuators.
The structure of the \\(\mathcal{H}\_\infty\\) loop shaping method is plotted in figure [6](#orge3f8703) where \\(W(s)\\) is a weighting function relevant to the designed control system performance such as the sensitivity function. The structure of the \\(\mathcal{H}\_\infty\\) loop shaping method is plotted in figure [6](#orgabba47e) where \\(W(s)\\) is a weighting function relevant to the designed control system performance such as the sensitivity function.
For a plant model \\(P(s)\\), a controller \\(C(s)\\) is to be designed such that the closed-loop system is stable and For a plant model \\(P(s)\\), a controller \\(C(s)\\) is to be designed such that the closed-loop system is stable and
@ -187,11 +187,11 @@ For a plant model \\(P(s)\\), a controller \\(C(s)\\) is to be designed such tha
is satisfied, where \\(T\_{zw}\\) is the transfer function from \\(w\\) to \\(z\\): \\(T\_{zw} = S(s) W(s)\\). is satisfied, where \\(T\_{zw}\\) is the transfer function from \\(w\\) to \\(z\\): \\(T\_{zw} = S(s) W(s)\\).
<a id="orge3f8703"></a> <a id="orgabba47e"></a>
{{< figure src="/ox-hugo/du19_h_inf_diagram.png" caption="Figure 6: Block diagram for \\(\mathcal{H}\_\infty\\) loop shaping method to design the controller \\(C(s)\\) with the weighting function \\(W(s)\\)" >}} {{< figure src="/ox-hugo/du19_h_inf_diagram.png" caption="Figure 6: Block diagram for \\(\mathcal{H}\_\infty\\) loop shaping method to design the controller \\(C(s)\\) with the weighting function \\(W(s)\\)" >}}
Equation [1](#orgc402b0c) means that \\(S(s)\\) can be shaped similarly to the inverse of the chosen weighting function \\(W(s)\\). Equation [1](#org22d8276) means that \\(S(s)\\) can be shaped similarly to the inverse of the chosen weighting function \\(W(s)\\).
One form of \\(W(s)\\) is taken as One form of \\(W(s)\\) is taken as
\begin{equation} \begin{equation}
@ -204,16 +204,16 @@ The controller can then be synthesis using the linear matrix inequality (LMI) ap
The primary and secondary actuator control loops are designed separately for the dual-stage control systems. The primary and secondary actuator control loops are designed separately for the dual-stage control systems.
But when designing their respective controllers, certain performances are required for the two actuators, so that control efforts for the two actuators are distributed properly and the actuators don't conflict with each other's control authority. But when designing their respective controllers, certain performances are required for the two actuators, so that control efforts for the two actuators are distributed properly and the actuators don't conflict with each other's control authority.
As seen in figure [7](#org402df06), the VCM primary actuator open loop has a higher gain at low frequencies, and the secondary actuator open loop has a higher gain in the high-frequency range. As seen in figure [7](#orgcd97793), the VCM primary actuator open loop has a higher gain at low frequencies, and the secondary actuator open loop has a higher gain in the high-frequency range.
<a id="org402df06"></a> <a id="orgcd97793"></a>
{{< figure src="/ox-hugo/du19_dual_stage_loop_gain.png" caption="Figure 7: Frequency responses of \\(G\_v(s) = C\_v(s)P\_v(s)\\) (solid line) and \\(G\_p(s) = C\_p(s) P\_p(s)\\) (dotted line)" >}} {{< figure src="/ox-hugo/du19_dual_stage_loop_gain.png" caption="Figure 7: Frequency responses of \\(G\_v(s) = C\_v(s)P\_v(s)\\) (solid line) and \\(G\_p(s) = C\_p(s) P\_p(s)\\) (dotted line)" >}}
The sensitivity functions are shown in figure [8](#orge904ce1), where the hump of \\(S\_v\\) is arranged within the bandwidth of \\(S\_p\\) and the hump of \\(S\_p\\) is lowered as much as possible. The sensitivity functions are shown in figure [8](#org36aa853), where the hump of \\(S\_v\\) is arranged within the bandwidth of \\(S\_p\\) and the hump of \\(S\_p\\) is lowered as much as possible.
This needs to decrease the bandwidth of the primary actuator loop and increase the bandwidth of the secondary actuator loop. This needs to decrease the bandwidth of the primary actuator loop and increase the bandwidth of the secondary actuator loop.
<a id="orge904ce1"></a> <a id="org36aa853"></a>
{{< figure src="/ox-hugo/du19_dual_stage_sensitivity.png" caption="Figure 8: Frequency response of \\(S\_v(s)\\) and \\(S\_p(s)\\)" >}} {{< figure src="/ox-hugo/du19_dual_stage_sensitivity.png" caption="Figure 8: Frequency response of \\(S\_v(s)\\) and \\(S\_p(s)\\)" >}}
@ -246,13 +246,13 @@ A VCM actuator is used as the first-stage actuator denoted by \\(P\_v(s)\\), a P
### Control Strategy and Controller Design {#control-strategy-and-controller-design} ### Control Strategy and Controller Design {#control-strategy-and-controller-design}
Figure [9](#org8c31dd5) shows the control structure for the three-stage actuation system. Figure [9](#org546c0d3) shows the control structure for the three-stage actuation system.
The control scheme is based on the decoupled master-slave dual-stage control and the third stage microactuator is added in parallel with the dual-stage control system. The control scheme is based on the decoupled master-slave dual-stage control and the third stage microactuator is added in parallel with the dual-stage control system.
The parallel format is advantageous to the overall control bandwidth enhancement, especially for the microactuator having limited stroke which restricts the bandwidth of its own loop. The parallel format is advantageous to the overall control bandwidth enhancement, especially for the microactuator having limited stroke which restricts the bandwidth of its own loop.
The reason why the decoupled control structure is adopted here is that its overall sensitivity function is the product of those of the two individual loops, and the VCM and the PTZ controllers can be designed separately. The reason why the decoupled control structure is adopted here is that its overall sensitivity function is the product of those of the two individual loops, and the VCM and the PTZ controllers can be designed separately.
<a id="org8c31dd5"></a> <a id="org546c0d3"></a>
{{< figure src="/ox-hugo/du19_three_stage_control.png" caption="Figure 9: Control system for the three-stage actuation system" >}} {{< figure src="/ox-hugo/du19_three_stage_control.png" caption="Figure 9: Control system for the three-stage actuation system" >}}
@ -281,15 +281,15 @@ The PZT actuated milliactuator \\(P\_p(s)\\) works under a reasonably high bandw
The third-stage actuator \\(P\_m(s)\\) is used to further push the bandwidth as high as possible. The third-stage actuator \\(P\_m(s)\\) is used to further push the bandwidth as high as possible.
The control performances of both the VCM and the PZT actuators are limited by their dominant resonance modes. The control performances of both the VCM and the PZT actuators are limited by their dominant resonance modes.
The open-loop frequency responses of the three stages are shown on figure [10](#orgd95bc97). The open-loop frequency responses of the three stages are shown on figure [10](#orgdd821f3).
<a id="orgd95bc97"></a> <a id="orgdd821f3"></a>
{{< figure src="/ox-hugo/du19_open_loop_three_stage.png" caption="Figure 10: Frequency response of the open-loop transfer function" >}} {{< figure src="/ox-hugo/du19_open_loop_three_stage.png" caption="Figure 10: Frequency response of the open-loop transfer function" >}}
The obtained sensitivity function is shown on figure [11](#org50990f8). The obtained sensitivity function is shown on figure [11](#org9e62de2).
<a id="org50990f8"></a> <a id="org9e62de2"></a>
{{< figure src="/ox-hugo/du19_sensitivity_three_stage.png" caption="Figure 11: Sensitivity function of the VCM single stage, the dual-stage and the three-stage loops" >}} {{< figure src="/ox-hugo/du19_sensitivity_three_stage.png" caption="Figure 11: Sensitivity function of the VCM single stage, the dual-stage and the three-stage loops" >}}
@ -304,7 +304,7 @@ Otherwise, saturation will occur in the control loop and the control system perf
Therefore, the stroke specification of the actuators, especially milliactuator and microactuators, is very important for achievable control performance. Therefore, the stroke specification of the actuators, especially milliactuator and microactuators, is very important for achievable control performance.
Higher stroke actuators have stronger abilities to make sure that the control performances are not degraded in the presence of external vibrations. Higher stroke actuators have stronger abilities to make sure that the control performances are not degraded in the presence of external vibrations.
For the three-stage control architecture as shown on figure [9](#org8c31dd5), the position error is For the three-stage control architecture as shown on figure [9](#org546c0d3), the position error is
\\[ e = -S(P\_v d\_1 + d\_2 + d\_e) + S n \\] \\[ e = -S(P\_v d\_1 + d\_2 + d\_e) + S n \\]
The control signals and positions of the actuators are given by The control signals and positions of the actuators are given by
@ -320,11 +320,11 @@ Higher bandwidth/higher level of disturbance generally means high stroke needed.
### Different Configurations of the Control System {#different-configurations-of-the-control-system} ### Different Configurations of the Control System {#different-configurations-of-the-control-system}
A decoupled control structure can be used for the three-stage actuation system (see figure [12](#org7ec3564)). A decoupled control structure can be used for the three-stage actuation system (see figure [12](#org46f9bdc)).
The overall sensitivity function is The overall sensitivity function is
\\[ S(z) = \approx S\_v(z) S\_p(z) S\_m(z) \\] \\[ S(z) = \approx S\_v(z) S\_p(z) S\_m(z) \\]
with \\(S\_v(z)\\) and \\(S\_p(z)\\) are defined in equation [1](#org6bf8240) and with \\(S\_v(z)\\) and \\(S\_p(z)\\) are defined in equation [1](#org8f76227) and
\\[ S\_m(z) = \frac{1}{1 + P\_m(z) C\_m(z)} \\] \\[ S\_m(z) = \frac{1}{1 + P\_m(z) C\_m(z)} \\]
Denote the dual-stage open-loop transfer function as \\(G\_d\\) Denote the dual-stage open-loop transfer function as \\(G\_d\\)
@ -333,7 +333,7 @@ Denote the dual-stage open-loop transfer function as \\(G\_d\\)
The open-loop transfer function of the overall system is The open-loop transfer function of the overall system is
\\[ G(z) = G\_d(z) + G\_m(z) + G\_d(z) G\_m(z) \\] \\[ G(z) = G\_d(z) + G\_m(z) + G\_d(z) G\_m(z) \\]
<a id="org7ec3564"></a> <a id="org46f9bdc"></a>
{{< figure src="/ox-hugo/du19_three_stage_decoupled.png" caption="Figure 12: Decoupled control structure for the three-stage actuation system" >}} {{< figure src="/ox-hugo/du19_three_stage_decoupled.png" caption="Figure 12: Decoupled control structure for the three-stage actuation system" >}}
@ -345,9 +345,9 @@ The control signals and the positions of the three actuators are
u\_v &= C\_v(1 + \hat{P}\_p C\_p) (1 + \hat{P}\_m C\_m) e, \ y\_v = P\_v u\_v u\_v &= C\_v(1 + \hat{P}\_p C\_p) (1 + \hat{P}\_m C\_m) e, \ y\_v = P\_v u\_v
\end{align\*} \end{align\*}
The decoupled configuration makes the low frequency gain much higher, and consequently there is much better rejection capability at low frequency compared to the parallel architecture (see figure [13](#org56aeb13)). The decoupled configuration makes the low frequency gain much higher, and consequently there is much better rejection capability at low frequency compared to the parallel architecture (see figure [13](#org8e2cf1b)).
<a id="org56aeb13"></a> <a id="org8e2cf1b"></a>
{{< figure src="/ox-hugo/du19_three_stage_decoupled_loop_gain.png" caption="Figure 13: Frequency responses of the open-loop transfer functions for the three-stages parallel and decoupled structure" >}} {{< figure src="/ox-hugo/du19_three_stage_decoupled_loop_gain.png" caption="Figure 13: Frequency responses of the open-loop transfer functions for the three-stages parallel and decoupled structure" >}}
@ -655,5 +655,7 @@ Specific usage of PZT elements has been produced for system performance improvem
Using PZT elements as a sensor to deal with high-frequency vibration beyond the bandwidth has been proposed and systematic controller design methods have been developed. Using PZT elements as a sensor to deal with high-frequency vibration beyond the bandwidth has been proposed and systematic controller design methods have been developed.
As a more advanced concept, PZT elements being used as actuator and sensor simultaneously has also been addressed in this book with detailed scheme and controller design methodology for effective utilization. As a more advanced concept, PZT elements being used as actuator and sensor simultaneously has also been addressed in this book with detailed scheme and controller design methodology for effective utilization.
# Bibliography
<a id="du19_multi_actuat_system_contr"></a>Du, C., & Pang, C. K., *Multi-stage actuation systems and control* (2019), Boca Raton, FL: CRC Press. [](#28e6aa60b8446943c921ff0d6578ac85) ## Bibliography {#bibliography}
<a id="org0a01a88"></a>Du, Chunling, and Chee Khiang Pang. 2019. _Multi-Stage Actuation Systems and Control_. Boca Raton, FL: CRC Press.

View File

@ -8,7 +8,7 @@ Tags
: [System Identification]({{< relref "system_identification" >}}), [Reference Books]({{< relref "reference_books" >}}), [Modal Analysis]({{< relref "modal_analysis" >}}) : [System Identification]({{< relref "system_identification" >}}), [Reference Books]({{< relref "reference_books" >}}), [Modal Analysis]({{< relref "modal_analysis" >}})
Reference Reference
: ([Ewins 2000](#org57f8bf9)) : ([Ewins 2000](#org59430c3))
Author(s) Author(s)
: Ewins, D. : Ewins, D.
@ -141,7 +141,7 @@ The main measurement technique studied are those which will permit to make **dir
The type of test best suited to FRF measurement is shown in figure [fig:modal_analysis_schematic](#fig:modal_analysis_schematic). The type of test best suited to FRF measurement is shown in figure [fig:modal_analysis_schematic](#fig:modal_analysis_schematic).
<a id="org0b82329"></a> <a id="orgf6942e3"></a>
{{< figure src="/ox-hugo/ewins00_modal_analysis_schematic.png" caption="Figure 1: Basic components of FRF measurement system" >}} {{< figure src="/ox-hugo/ewins00_modal_analysis_schematic.png" caption="Figure 1: Basic components of FRF measurement system" >}}
@ -215,7 +215,7 @@ This assumption allows us to use the circular nature of a modulus/phase polar pl
This process can be **repeated** for each resonance individually until the whole curve has been analyzed. This process can be **repeated** for each resonance individually until the whole curve has been analyzed.
At this stage, a theoretical regeneration of the FRF is possible using the set of coefficients extracted. At this stage, a theoretical regeneration of the FRF is possible using the set of coefficients extracted.
<a id="org8ff4e51"></a> <a id="orgd290ed1"></a>
{{< figure src="/ox-hugo/ewins00_sdof_modulus_phase.png" caption="Figure 2: Curve fit to resonant FRF data" >}} {{< figure src="/ox-hugo/ewins00_sdof_modulus_phase.png" caption="Figure 2: Curve fit to resonant FRF data" >}}
@ -253,7 +253,7 @@ Theoretical foundations of modal testing are of paramount importance to its succ
The three phases through a typical theoretical vibration analysis progresses are shown on figure [fig:vibration_analysis_procedure](#fig:vibration_analysis_procedure). The three phases through a typical theoretical vibration analysis progresses are shown on figure [fig:vibration_analysis_procedure](#fig:vibration_analysis_procedure).
Generally, we start with a description of the structure's physical characteristics (mass, stiffness and damping properties), this is referred to as the **Spatial model**. Generally, we start with a description of the structure's physical characteristics (mass, stiffness and damping properties), this is referred to as the **Spatial model**.
<a id="org4cdbdfc"></a> <a id="orga9f74d7"></a>
{{< figure src="/ox-hugo/ewins00_vibration_analysis_procedure.png" caption="Figure 3: Theoretical route to vibration analysis" >}} {{< figure src="/ox-hugo/ewins00_vibration_analysis_procedure.png" caption="Figure 3: Theoretical route to vibration analysis" >}}
@ -298,7 +298,7 @@ Three classes of system model will be described:
The basic model for the SDOF system is shown in figure [fig:sdof_model](#fig:sdof_model) where \\(f(t)\\) and \\(x(t)\\) are general time-varying force and displacement response quantities. The basic model for the SDOF system is shown in figure [fig:sdof_model](#fig:sdof_model) where \\(f(t)\\) and \\(x(t)\\) are general time-varying force and displacement response quantities.
The spatial model consists of a **mass** \\(m\\), a **spring** \\(k\\) and (when damped) either a **viscous dashpot** \\(c\\) or **hysteretic damper** \\(d\\). The spatial model consists of a **mass** \\(m\\), a **spring** \\(k\\) and (when damped) either a **viscous dashpot** \\(c\\) or **hysteretic damper** \\(d\\).
<a id="orga199d06"></a> <a id="org8fb48c9"></a>
{{< figure src="/ox-hugo/ewins00_sdof_model.png" caption="Figure 4: Single degree-of-freedom system" >}} {{< figure src="/ox-hugo/ewins00_sdof_model.png" caption="Figure 4: Single degree-of-freedom system" >}}
@ -374,7 +374,7 @@ which is a single mode of vibration with a complex natural frequency having two
The physical significance of these two parts is illustrated in the typical free response plot shown in figure [fig:sdof_response](#fig:sdof_response) The physical significance of these two parts is illustrated in the typical free response plot shown in figure [fig:sdof_response](#fig:sdof_response)
<a id="org8c327c7"></a> <a id="orga39d061"></a>
{{< figure src="/ox-hugo/ewins00_sdof_response.png" caption="Figure 5: Oscillatory and decay part" >}} {{< figure src="/ox-hugo/ewins00_sdof_response.png" caption="Figure 5: Oscillatory and decay part" >}}
@ -418,7 +418,7 @@ The damping effect of such a component can conveniently be defined by the ratio
| ![](/ox-hugo/ewins00_material_histeresis.png) | ![](/ox-hugo/ewins00_dry_friction.png) | ![](/ox-hugo/ewins00_viscous_damper.png) | | ![](/ox-hugo/ewins00_material_histeresis.png) | ![](/ox-hugo/ewins00_dry_friction.png) | ![](/ox-hugo/ewins00_viscous_damper.png) |
|-----------------------------------------------|----------------------------------------|------------------------------------------| |-----------------------------------------------|----------------------------------------|------------------------------------------|
| <a id="org30686c0"></a> Material hysteresis | <a id="org151c775"></a> Dry friction | <a id="org45c6c45"></a> Viscous damper | | <a id="orgc352007"></a> Material hysteresis | <a id="org36de223"></a> Dry friction | <a id="org1adbbd0"></a> Viscous damper |
| height=2cm | height=2cm | height=2cm | | height=2cm | height=2cm | height=2cm |
Another common source of energy dissipation in practical structures, is the **friction** which exist in joints between components of the structure. Another common source of energy dissipation in practical structures, is the **friction** which exist in joints between components of the structure.
@ -537,7 +537,7 @@ Bode plot are usually displayed using logarithmic scales as shown on figure [fig
| ![](/ox-hugo/ewins00_bode_receptance.png) | ![](/ox-hugo/ewins00_bode_mobility.png) | ![](/ox-hugo/ewins00_bode_accelerance.png) | | ![](/ox-hugo/ewins00_bode_receptance.png) | ![](/ox-hugo/ewins00_bode_mobility.png) | ![](/ox-hugo/ewins00_bode_accelerance.png) |
|-------------------------------------------|-----------------------------------------|--------------------------------------------| |-------------------------------------------|-----------------------------------------|--------------------------------------------|
| <a id="org17728b2"></a> Receptance FRF | <a id="org90cee96"></a> Mobility FRF | <a id="orge43a020"></a> Accelerance FRF | | <a id="orge9b52e2"></a> Receptance FRF | <a id="org0465462"></a> Mobility FRF | <a id="org8672f84"></a> Accelerance FRF |
| width=\linewidth | width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth | width=\linewidth |
Each plot can be divided into three regimes: Each plot can be divided into three regimes:
@ -560,7 +560,7 @@ This type of display is not widely used as we cannot use logarithmic axes (as we
| ![](/ox-hugo/ewins00_plot_receptance_real.png) | ![](/ox-hugo/ewins00_plot_receptance_imag.png) | | ![](/ox-hugo/ewins00_plot_receptance_real.png) | ![](/ox-hugo/ewins00_plot_receptance_imag.png) |
|------------------------------------------------|------------------------------------------------| |------------------------------------------------|------------------------------------------------|
| <a id="org3aaddc5"></a> Real part | <a id="orgfd7fd7d"></a> Imaginary part | | <a id="org3447b94"></a> Real part | <a id="org683f1a0"></a> Imaginary part |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
@ -578,7 +578,7 @@ Figure [fig:inverse_frf_mixed](#fig:inverse_frf_mixed) shows an example of a plo
| ![](/ox-hugo/ewins00_inverse_frf_mixed.png) | ![](/ox-hugo/ewins00_inverse_frf_viscous.png) | | ![](/ox-hugo/ewins00_inverse_frf_mixed.png) | ![](/ox-hugo/ewins00_inverse_frf_viscous.png) |
|---------------------------------------------|-----------------------------------------------| |---------------------------------------------|-----------------------------------------------|
| <a id="orgeb3ce3c"></a> Mixed | <a id="org8418622"></a> Viscous | | <a id="org27b0cee"></a> Mixed | <a id="org192f869"></a> Viscous |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
@ -595,7 +595,7 @@ The missing information (in this case, the frequency) must be added by identifyi
| ![](/ox-hugo/ewins00_nyquist_receptance_viscous.png) | ![](/ox-hugo/ewins00_nyquist_receptance_structural.png) | | ![](/ox-hugo/ewins00_nyquist_receptance_viscous.png) | ![](/ox-hugo/ewins00_nyquist_receptance_structural.png) |
|------------------------------------------------------|---------------------------------------------------------| |------------------------------------------------------|---------------------------------------------------------|
| <a id="orgef2e4cd"></a> Viscous damping | <a id="orgd4187e9"></a> Structural damping | | <a id="org4a7b7bf"></a> Viscous damping | <a id="org5f8f1c3"></a> Structural damping |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
The Nyquist plot has the particularity of distorting the plot so as to focus on the resonance area. The Nyquist plot has the particularity of distorting the plot so as to focus on the resonance area.
@ -1103,7 +1103,7 @@ Equally, in a real mode, all parts of the structure pass through their **zero de
While the real mode has the appearance of a **standing wave**, the complex mode is better described as exhibiting **traveling waves** (illustrated on figure [fig:real_complex_modes](#fig:real_complex_modes)). While the real mode has the appearance of a **standing wave**, the complex mode is better described as exhibiting **traveling waves** (illustrated on figure [fig:real_complex_modes](#fig:real_complex_modes)).
<a id="org0991bf9"></a> <a id="org63a82dc"></a>
{{< figure src="/ox-hugo/ewins00_real_complex_modes.png" caption="Figure 6: Real and complex mode shapes displays" >}} {{< figure src="/ox-hugo/ewins00_real_complex_modes.png" caption="Figure 6: Real and complex mode shapes displays" >}}
@ -1118,7 +1118,7 @@ Note that the almost-real mode shape does not necessarily have vector elements w
| ![](/ox-hugo/ewins00_argand_diagram_a.png) | ![](/ox-hugo/ewins00_argand_diagram_b.png) | ![](/ox-hugo/ewins00_argand_diagram_c.png) | | ![](/ox-hugo/ewins00_argand_diagram_a.png) | ![](/ox-hugo/ewins00_argand_diagram_b.png) | ![](/ox-hugo/ewins00_argand_diagram_c.png) |
|--------------------------------------------|--------------------------------------------|-----------------------------------------------| |--------------------------------------------|--------------------------------------------|-----------------------------------------------|
| <a id="org193debd"></a> Almost-real mode | <a id="org69bb630"></a> Complex Mode | <a id="org3bb718c"></a> Measure of complexity | | <a id="org8c54b25"></a> Almost-real mode | <a id="org941be90"></a> Complex Mode | <a id="org9df689e"></a> Measure of complexity |
| width=\linewidth | width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth | width=\linewidth |
@ -1235,7 +1235,7 @@ On a logarithmic plot, this produces the antiresonance characteristic which refl
| ![](/ox-hugo/ewins00_mobility_frf_mdof_point.png) | ![](/ox-hugo/ewins00_mobility_frf_mdof_transfer.png) | | ![](/ox-hugo/ewins00_mobility_frf_mdof_point.png) | ![](/ox-hugo/ewins00_mobility_frf_mdof_transfer.png) |
|---------------------------------------------------|------------------------------------------------------| |---------------------------------------------------|------------------------------------------------------|
| <a id="org06f37e2"></a> Point FRF | <a id="orgdc266be"></a> Transfer FRF | | <a id="org880d518"></a> Point FRF | <a id="orgb2c7ea1"></a> Transfer FRF |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
For the plot in figure [fig:mobility_frf_mdof_transfer](#fig:mobility_frf_mdof_transfer), between the two resonances, the two components have the same sign and they add up, no antiresonance is present. For the plot in figure [fig:mobility_frf_mdof_transfer](#fig:mobility_frf_mdof_transfer), between the two resonances, the two components have the same sign and they add up, no antiresonance is present.
@ -1260,7 +1260,7 @@ Most mobility plots have this general form as long as the modes are relatively w
This condition is satisfied unless the separation between adjacent natural frequencies is of the same order as, or less than, the modal damping factors, in which case it becomes difficult to distinguish the individual modes. This condition is satisfied unless the separation between adjacent natural frequencies is of the same order as, or less than, the modal damping factors, in which case it becomes difficult to distinguish the individual modes.
<a id="orgd2ab4ee"></a> <a id="org77be387"></a>
{{< figure src="/ox-hugo/ewins00_frf_damped_system.png" caption="Figure 7: Mobility plot of a damped system" >}} {{< figure src="/ox-hugo/ewins00_frf_damped_system.png" caption="Figure 7: Mobility plot of a damped system" >}}
@ -1281,7 +1281,7 @@ The plot for the transfer receptance \\(\alpha\_{21}\\) is presented in figure [
| ![](/ox-hugo/ewins00_nyquist_point.png) | ![](/ox-hugo/ewins00_nyquist_transfer.png) | | ![](/ox-hugo/ewins00_nyquist_point.png) | ![](/ox-hugo/ewins00_nyquist_transfer.png) |
|------------------------------------------|---------------------------------------------| |------------------------------------------|---------------------------------------------|
| <a id="org2814a00"></a> Point receptance | <a id="org000b88d"></a> Transfer receptance | | <a id="org60f91da"></a> Point receptance | <a id="org30aec54"></a> Transfer receptance |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
In the two figures [fig:nyquist_nonpropdamp_point](#fig:nyquist_nonpropdamp_point) and [fig:nyquist_nonpropdamp_transfer](#fig:nyquist_nonpropdamp_transfer), we show corresponding data for **non-proportional** damping. In the two figures [fig:nyquist_nonpropdamp_point](#fig:nyquist_nonpropdamp_point) and [fig:nyquist_nonpropdamp_transfer](#fig:nyquist_nonpropdamp_transfer), we show corresponding data for **non-proportional** damping.
@ -1296,7 +1296,7 @@ Now we find that the individual modal circles are no longer "upright" but are **
| ![](/ox-hugo/ewins00_nyquist_nonpropdamp_point.png) | ![](/ox-hugo/ewins00_nyquist_nonpropdamp_transfer.png) | | ![](/ox-hugo/ewins00_nyquist_nonpropdamp_point.png) | ![](/ox-hugo/ewins00_nyquist_nonpropdamp_transfer.png) |
|-----------------------------------------------------|--------------------------------------------------------| |-----------------------------------------------------|--------------------------------------------------------|
| <a id="orge62d92d"></a> Point receptance | <a id="orgaaeb314"></a> Transfer receptance | | <a id="org786ac2c"></a> Point receptance | <a id="orga1d0118"></a> Transfer receptance |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
@ -1450,7 +1450,7 @@ Examples of random signals, autocorrelation function and power spectral density
| ![](/ox-hugo/ewins00_random_time.png) | ![](/ox-hugo/ewins00_random_autocorrelation.png) | ![](/ox-hugo/ewins00_random_psd.png) | | ![](/ox-hugo/ewins00_random_time.png) | ![](/ox-hugo/ewins00_random_autocorrelation.png) | ![](/ox-hugo/ewins00_random_psd.png) |
|---------------------------------------|--------------------------------------------------|------------------------------------------------| |---------------------------------------|--------------------------------------------------|------------------------------------------------|
| <a id="org73b51a5"></a> Time history | <a id="org29b2840"></a> Autocorrelation Function | <a id="orgb8db3ea"></a> Power Spectral Density | | <a id="org76aac70"></a> Time history | <a id="orgc02279a"></a> Autocorrelation Function | <a id="org879e9be"></a> Power Spectral Density |
| width=\linewidth | width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth | width=\linewidth |
A similar concept can be applied to a pair of functions such as \\(f(t)\\) and \\(x(t)\\) to produce **cross correlation** and **cross spectral density** functions. A similar concept can be applied to a pair of functions such as \\(f(t)\\) and \\(x(t)\\) to produce **cross correlation** and **cross spectral density** functions.
@ -1547,7 +1547,7 @@ Then in [fig:frf_feedback_model](#fig:frf_feedback_model) is given a more detail
| ![](/ox-hugo/ewins00_frf_siso_model.png) | ![](/ox-hugo/ewins00_frf_feedback_model.png) | | ![](/ox-hugo/ewins00_frf_siso_model.png) | ![](/ox-hugo/ewins00_frf_feedback_model.png) |
|------------------------------------------|--------------------------------------------------| |------------------------------------------|--------------------------------------------------|
| <a id="orgf32d3c7"></a> Basic SISO model | <a id="org56469a4"></a> SISO model with feedback | | <a id="orgb218541"></a> Basic SISO model | <a id="org024f83f"></a> SISO model with feedback |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
In this configuration, it can be seen that there are two feedback mechanisms which apply. In this configuration, it can be seen that there are two feedback mechanisms which apply.
@ -1580,7 +1580,7 @@ We obtain two alternative formulas:
In practical application of both of these formulae, care must be taken to ensure the non-singularity of the spectral density matrix which is to be inverted, and it is in this respect that the former version may be found to be more reliable. In practical application of both of these formulae, care must be taken to ensure the non-singularity of the spectral density matrix which is to be inverted, and it is in this respect that the former version may be found to be more reliable.
<a id="orgf429f5f"></a> <a id="org974a2be"></a>
{{< figure src="/ox-hugo/ewins00_frf_mimo.png" caption="Figure 8: System for FRF determination via MIMO model" >}} {{< figure src="/ox-hugo/ewins00_frf_mimo.png" caption="Figure 8: System for FRF determination via MIMO model" >}}
@ -1852,7 +1852,7 @@ The experimental setup used for mobility measurement contains three major items:
A typical layout for the measurement system is shown on figure [fig:general_frf_measurement_setup](#fig:general_frf_measurement_setup). A typical layout for the measurement system is shown on figure [fig:general_frf_measurement_setup](#fig:general_frf_measurement_setup).
<a id="orga0fe90a"></a> <a id="org2564802"></a>
{{< figure src="/ox-hugo/ewins00_general_frf_measurement_setup.png" caption="Figure 9: General layout of FRF measurement system" >}} {{< figure src="/ox-hugo/ewins00_general_frf_measurement_setup.png" caption="Figure 9: General layout of FRF measurement system" >}}
@ -1909,7 +1909,7 @@ This can modify the response of the system in those directions.
In order to avoid that, a drive rod which is stiff in one direction and flexible in the other five directions is attached between the shaker and the structure as shown on figure [fig:shaker_rod](#fig:shaker_rod). In order to avoid that, a drive rod which is stiff in one direction and flexible in the other five directions is attached between the shaker and the structure as shown on figure [fig:shaker_rod](#fig:shaker_rod).
Typical size for the rod are \\(5\\) to \\(\SI{10}{mm}\\) long and \\(\SI{1}{mm}\\) in diameter, if the rod is longer, it may introduce the effect of its own resonances. Typical size for the rod are \\(5\\) to \\(\SI{10}{mm}\\) long and \\(\SI{1}{mm}\\) in diameter, if the rod is longer, it may introduce the effect of its own resonances.
<a id="org1ae0c38"></a> <a id="orgba90f4c"></a>
{{< figure src="/ox-hugo/ewins00_shaker_rod.png" caption="Figure 10: Exciter attachment and drive rod assembly" >}} {{< figure src="/ox-hugo/ewins00_shaker_rod.png" caption="Figure 10: Exciter attachment and drive rod assembly" >}}
@ -1930,7 +1930,7 @@ Figure [fig:shaker_mount_3](#fig:shaker_mount_3) shows an unsatisfactory setup.
| ![](/ox-hugo/ewins00_shaker_mount_1.png) | ![](/ox-hugo/ewins00_shaker_mount_2.png) | ![](/ox-hugo/ewins00_shaker_mount_3.png) | | ![](/ox-hugo/ewins00_shaker_mount_1.png) | ![](/ox-hugo/ewins00_shaker_mount_2.png) | ![](/ox-hugo/ewins00_shaker_mount_3.png) |
|---------------------------------------------|-------------------------------------------------|------------------------------------------| |---------------------------------------------|-------------------------------------------------|------------------------------------------|
| <a id="orgda674d1"></a> Ideal Configuration | <a id="orgc2ebc7e"></a> Suspended Configuration | <a id="org91922e6"></a> Unsatisfactory | | <a id="orgd19ffc3"></a> Ideal Configuration | <a id="orgd275968"></a> Suspended Configuration | <a id="org91d3795"></a> Unsatisfactory |
| width=\linewidth | width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth | width=\linewidth |
@ -1948,7 +1948,7 @@ The frequency range which is effectively excited is controlled by the stiffness
When the hammer tip impacts the test structure, this will experience a force pulse as shown on figure [fig:hammer_impulse](#fig:hammer_impulse). When the hammer tip impacts the test structure, this will experience a force pulse as shown on figure [fig:hammer_impulse](#fig:hammer_impulse).
A pulse of this type (half-sine shape) has a frequency content of the form illustrated on figure [fig:hammer_impulse](#fig:hammer_impulse). A pulse of this type (half-sine shape) has a frequency content of the form illustrated on figure [fig:hammer_impulse](#fig:hammer_impulse).
<a id="orgfae6204"></a> <a id="org0dfaa3d"></a>
{{< figure src="/ox-hugo/ewins00_hammer_impulse.png" caption="Figure 11: Typical impact force pulse and spectrum" >}} {{< figure src="/ox-hugo/ewins00_hammer_impulse.png" caption="Figure 11: Typical impact force pulse and spectrum" >}}
@ -1979,7 +1979,7 @@ By suitable design, such a material may be incorporated into a device which **in
The force transducer is the simplest type of piezoelectric transducer. The force transducer is the simplest type of piezoelectric transducer.
The transmitter force \\(F\\) is applied directly across the crystal, which thus generates a corresponding charge \\(q\\), proportional to \\(F\\) (figure [fig:piezo_force_transducer](#fig:piezo_force_transducer)). The transmitter force \\(F\\) is applied directly across the crystal, which thus generates a corresponding charge \\(q\\), proportional to \\(F\\) (figure [fig:piezo_force_transducer](#fig:piezo_force_transducer)).
<a id="org63f47b9"></a> <a id="orgb77e298"></a>
{{< figure src="/ox-hugo/ewins00_piezo_force_transducer.png" caption="Figure 12: Force transducer" >}} {{< figure src="/ox-hugo/ewins00_piezo_force_transducer.png" caption="Figure 12: Force transducer" >}}
@ -1992,7 +1992,7 @@ In an accelerometer, transduction is indirect and is achieved using a seismic ma
In this configuration, the force exerted on the crystals is the inertia force of the seismic mass (\\(m\ddot{z}\\)). In this configuration, the force exerted on the crystals is the inertia force of the seismic mass (\\(m\ddot{z}\\)).
Thus, so long as the body and the seismic mass move together, the output of the transducer will be proportional to the acceleration of its body \\(x\\). Thus, so long as the body and the seismic mass move together, the output of the transducer will be proportional to the acceleration of its body \\(x\\).
<a id="org34a2291"></a> <a id="org73138ad"></a>
{{< figure src="/ox-hugo/ewins00_piezo_accelerometer.png" caption="Figure 13: Compression-type of piezoelectric accelerometer" >}} {{< figure src="/ox-hugo/ewins00_piezo_accelerometer.png" caption="Figure 13: Compression-type of piezoelectric accelerometer" >}}
@ -2040,7 +2040,7 @@ Shown on figure [fig:transducer_mounting_response](#fig:transducer_mounting_resp
| ![](/ox-hugo/ewins00_transducer_mounting_types.png) | ![](/ox-hugo/ewins00_transducer_mounting_response.png) | | ![](/ox-hugo/ewins00_transducer_mounting_types.png) | ![](/ox-hugo/ewins00_transducer_mounting_response.png) |
|-----------------------------------------------------|------------------------------------------------------------| |-----------------------------------------------------|------------------------------------------------------------|
| <a id="org4f8e7e0"></a> Attachment methods | <a id="orga55d5b4"></a> Frequency response characteristics | | <a id="orgd900a7b"></a> Attachment methods | <a id="org8fe6ec0"></a> Frequency response characteristics |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
@ -2127,7 +2127,7 @@ Aliasing originates from the discretisation of the originally continuous time hi
With this discretisation process, the **existence of very high frequencies in the original signal may well be misinterpreted if the sampling rate is too slow**. With this discretisation process, the **existence of very high frequencies in the original signal may well be misinterpreted if the sampling rate is too slow**.
These high frequencies will be **indistinguishable** from genuine low frequency components as shown on figure [fig:aliasing](#fig:aliasing). These high frequencies will be **indistinguishable** from genuine low frequency components as shown on figure [fig:aliasing](#fig:aliasing).
<a id="orgffd8935"></a> <a id="orgf766a83"></a>
{{< figure src="/ox-hugo/ewins00_aliasing.png" caption="Figure 14: The phenomenon of aliasing. On top: Low-frequency signal, On the bottom: High frequency signal" >}} {{< figure src="/ox-hugo/ewins00_aliasing.png" caption="Figure 14: The phenomenon of aliasing. On top: Low-frequency signal, On the bottom: High frequency signal" >}}
@ -2144,7 +2144,7 @@ This is illustrated on figure [fig:effect_aliasing](#fig:effect_aliasing).
| ![](/ox-hugo/ewins00_aliasing_no_distortion.png) | ![](/ox-hugo/ewins00_aliasing_distortion.png) | | ![](/ox-hugo/ewins00_aliasing_no_distortion.png) | ![](/ox-hugo/ewins00_aliasing_distortion.png) |
|--------------------------------------------------|-----------------------------------------------------| |--------------------------------------------------|-----------------------------------------------------|
| <a id="orga51438f"></a> True spectrum of signal | <a id="org2e9d2ef"></a> Indicated spectrum from DFT | | <a id="orgb92591e"></a> True spectrum of signal | <a id="org4fdc61d"></a> Indicated spectrum from DFT |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
The solution of the problem is to use an **anti-aliasing filter** which subjects the original time signal to a low-pass, sharp cut-off filter. The solution of the problem is to use an **anti-aliasing filter** which subjects the original time signal to a low-pass, sharp cut-off filter.
@ -2165,7 +2165,7 @@ Leakage is a problem which is a direct **consequence of the need to take only a
| ![](/ox-hugo/ewins00_leakage_ok.png) | ![](/ox-hugo/ewins00_leakage_nok.png) | | ![](/ox-hugo/ewins00_leakage_ok.png) | ![](/ox-hugo/ewins00_leakage_nok.png) |
|--------------------------------------|----------------------------------------| |--------------------------------------|----------------------------------------|
| <a id="org86baf6e"></a> Ideal signal | <a id="orge49931c"></a> Awkward signal | | <a id="orga1b1bef"></a> Ideal signal | <a id="org448cc37"></a> Awkward signal |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
The problem is illustrated on figure [fig:leakage](#fig:leakage). The problem is illustrated on figure [fig:leakage](#fig:leakage).
@ -2190,7 +2190,7 @@ Windowing involves the imposition of a prescribed profile on the time signal pri
The profiles, or "windows" are generally depicted as a time function \\(w(t)\\) as shown in figure [fig:windowing_examples](#fig:windowing_examples). The profiles, or "windows" are generally depicted as a time function \\(w(t)\\) as shown in figure [fig:windowing_examples](#fig:windowing_examples).
<a id="org4354099"></a> <a id="org7607b9d"></a>
{{< figure src="/ox-hugo/ewins00_windowing_examples.png" caption="Figure 15: Different types of window. (a) Boxcar, (b) Hanning, (c) Cosine-taper, (d) Exponential" >}} {{< figure src="/ox-hugo/ewins00_windowing_examples.png" caption="Figure 15: Different types of window. (a) Boxcar, (b) Hanning, (c) Cosine-taper, (d) Exponential" >}}
@ -2211,7 +2211,7 @@ Common filters are: low-pass, high-pass, band-limited, narrow-band, notch.
#### Improving Resolution {#improving-resolution} #### Improving Resolution {#improving-resolution}
<a id="orgde35ed6"></a> <a id="org7b2a007"></a>
##### Increasing transform size {#increasing-transform-size} ##### Increasing transform size {#increasing-transform-size}
@ -2247,10 +2247,10 @@ If we apply a band-pass filter to the signal, as shown on figure [fig:zoom_bandp
| ![](/ox-hugo/ewins00_zoom_range.png) | ![](/ox-hugo/ewins00_zoom_bandpass.png) | | ![](/ox-hugo/ewins00_zoom_range.png) | ![](/ox-hugo/ewins00_zoom_bandpass.png) |
|------------------------------------------------|------------------------------------------| |------------------------------------------------|------------------------------------------|
| <a id="org7059865"></a> Spectrum of the signal | <a id="org833d09d"></a> Band-pass filter | | <a id="org0a064de"></a> Spectrum of the signal | <a id="org4b5f017"></a> Band-pass filter |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
<a id="org3216002"></a> <a id="orga38e158"></a>
{{< figure src="/ox-hugo/ewins00_zoom_result.png" caption="Figure 16: Effective frequency translation for zoom" >}} {{< figure src="/ox-hugo/ewins00_zoom_result.png" caption="Figure 16: Effective frequency translation for zoom" >}}
@ -2322,7 +2322,7 @@ This is the traditional method of FRF measurement and involves the use of a swee
It is necessary to check that progress through the frequency range is sufficiently slow to check that steady-state response conditions are attained. It is necessary to check that progress through the frequency range is sufficiently slow to check that steady-state response conditions are attained.
If excessive sweep rate is used, then distortions of the FRF plot are introduced as shown on figure [fig:sweep_distortions](#fig:sweep_distortions). If excessive sweep rate is used, then distortions of the FRF plot are introduced as shown on figure [fig:sweep_distortions](#fig:sweep_distortions).
<a id="orga631403"></a> <a id="org7c76985"></a>
{{< figure src="/ox-hugo/ewins00_sweep_distortions.png" caption="Figure 17: FRF measurements by sine sweep test" >}} {{< figure src="/ox-hugo/ewins00_sweep_distortions.png" caption="Figure 17: FRF measurements by sine sweep test" >}}
@ -2440,7 +2440,7 @@ It is known that a low coherence can arise in a measurement where the frequency
This is known as a **bias** error and leakage is often the most likely source of low coherence on lightly-damped structures as shown on figure [fig:coherence_resonance](#fig:coherence_resonance). This is known as a **bias** error and leakage is often the most likely source of low coherence on lightly-damped structures as shown on figure [fig:coherence_resonance](#fig:coherence_resonance).
<a id="orge1dbfba"></a> <a id="org9f5a49e"></a>
{{< figure src="/ox-hugo/ewins00_coherence_resonance.png" caption="Figure 18: Coherence \\(\gamma^2\\) and FRF estimate \\(H\_1(\omega)\\) for a lightly damped structure" >}} {{< figure src="/ox-hugo/ewins00_coherence_resonance.png" caption="Figure 18: Coherence \\(\gamma^2\\) and FRF estimate \\(H\_1(\omega)\\) for a lightly damped structure" >}}
@ -2483,7 +2483,7 @@ For the chirp and impulse excitations, each individual sample is collected and p
Burst excitation signals consist of short sections of an underlying continuous signal (which may be a sine wave, a sine sweep or a random signal), followed by a period of zero output, resulting in a response which shows a transient build-up followed by a decay (see figure [fig:burst_excitation](#fig:burst_excitation)). Burst excitation signals consist of short sections of an underlying continuous signal (which may be a sine wave, a sine sweep or a random signal), followed by a period of zero output, resulting in a response which shows a transient build-up followed by a decay (see figure [fig:burst_excitation](#fig:burst_excitation)).
<a id="org728a5e0"></a> <a id="org44c1941"></a>
{{< figure src="/ox-hugo/ewins00_burst_excitation.png" caption="Figure 19: Example of burst excitation and response signals" >}} {{< figure src="/ox-hugo/ewins00_burst_excitation.png" caption="Figure 19: Example of burst excitation and response signals" >}}
@ -2502,7 +2502,7 @@ The chirp consist of a short duration signal which has the form shown in figure
The frequency content of the chirp can be precisely chosen by the starting and finishing frequencies of the sweep. The frequency content of the chirp can be precisely chosen by the starting and finishing frequencies of the sweep.
<a id="org85fd1c4"></a> <a id="org4ae5a9f"></a>
{{< figure src="/ox-hugo/ewins00_chirp_excitation.png" caption="Figure 20: Example of chirp excitation and response signals" >}} {{< figure src="/ox-hugo/ewins00_chirp_excitation.png" caption="Figure 20: Example of chirp excitation and response signals" >}}
@ -2513,7 +2513,7 @@ The hammer blow produces an input and response as shown in the figure [fig:impul
This and the chirp excitation are very similar in the analysis point of view, the main difference is that the chirp offers the possibility of greater control of both amplitude and frequency content of the input and also permits the input of a greater amount of vibration energy. This and the chirp excitation are very similar in the analysis point of view, the main difference is that the chirp offers the possibility of greater control of both amplitude and frequency content of the input and also permits the input of a greater amount of vibration energy.
<a id="orgb13d46a"></a> <a id="org4561ede"></a>
{{< figure src="/ox-hugo/ewins00_impulsive_excitation.png" caption="Figure 21: Example of impulsive excitation and response signals" >}} {{< figure src="/ox-hugo/ewins00_impulsive_excitation.png" caption="Figure 21: Example of impulsive excitation and response signals" >}}
@ -2523,7 +2523,7 @@ However, it should be recorded that in the region below the first cut-off freque
On some structures, the movement of the structure in response to the hammer blow can be such that it returns and **rebounds** on the hammer tip before the user has had time to move that out of the way. On some structures, the movement of the structure in response to the hammer blow can be such that it returns and **rebounds** on the hammer tip before the user has had time to move that out of the way.
In such cases, the spectrum of the excitation is seen to have "holes" in it at certain frequencies (figure [fig:double_hits](#fig:double_hits)). In such cases, the spectrum of the excitation is seen to have "holes" in it at certain frequencies (figure [fig:double_hits](#fig:double_hits)).
<a id="orgce8e98e"></a> <a id="orgf86b8e6"></a>
{{< figure src="/ox-hugo/ewins00_double_hits.png" caption="Figure 22: Double hits time domain and frequency content" >}} {{< figure src="/ox-hugo/ewins00_double_hits.png" caption="Figure 22: Double hits time domain and frequency content" >}}
@ -2598,7 +2598,7 @@ Suppose the response parameter is acceleration, then the FRF obtained is inertan
Figure [fig:calibration_setup](#fig:calibration_setup) shows a typical calibration setup. Figure [fig:calibration_setup](#fig:calibration_setup) shows a typical calibration setup.
<a id="org93751d7"></a> <a id="org81c74f1"></a>
{{< figure src="/ox-hugo/ewins00_calibration_setup.png" caption="Figure 23: Mass calibration procedure, measurement setup" >}} {{< figure src="/ox-hugo/ewins00_calibration_setup.png" caption="Figure 23: Mass calibration procedure, measurement setup" >}}
@ -2613,7 +2613,7 @@ This is because near resonance, the actual applied force becomes very small and
This same argument applies on a lesser scale as we examine the detail around the attachment to the structure, as shown in figure [fig:mass_cancellation](#fig:mass_cancellation). This same argument applies on a lesser scale as we examine the detail around the attachment to the structure, as shown in figure [fig:mass_cancellation](#fig:mass_cancellation).
<a id="orgb4f3160"></a> <a id="org23ce5ea"></a>
{{< figure src="/ox-hugo/ewins00_mass_cancellation.png" caption="Figure 24: Added mass to be cancelled (crossed area)" >}} {{< figure src="/ox-hugo/ewins00_mass_cancellation.png" caption="Figure 24: Added mass to be cancelled (crossed area)" >}}
@ -2670,7 +2670,7 @@ There are two problems to be tackled:
The first of these is less difficult and techniques usually use a pair a matched conventional accelerometers placed at a short distance apart on the structure to be measured as shown on figure [fig:rotational_measurement](#fig:rotational_measurement). The first of these is less difficult and techniques usually use a pair a matched conventional accelerometers placed at a short distance apart on the structure to be measured as shown on figure [fig:rotational_measurement](#fig:rotational_measurement).
<a id="org70ba613"></a> <a id="org383df9a"></a>
{{< figure src="/ox-hugo/ewins00_rotational_measurement.png" caption="Figure 25: Measurement of rotational response" >}} {{< figure src="/ox-hugo/ewins00_rotational_measurement.png" caption="Figure 25: Measurement of rotational response" >}}
@ -2691,7 +2691,7 @@ First, a single applied excitation force \\(F\_1\\) corresponds to a simultaneou
Then, the same excitation force is applied at the second position that gives a force \\(F\_0 = F\_2\\) and moment \\(M\_0 = F\_2 l\_2\\). Then, the same excitation force is applied at the second position that gives a force \\(F\_0 = F\_2\\) and moment \\(M\_0 = F\_2 l\_2\\).
By adding and subtracting the responses produced by these two separate excitations conditions, we can deduce the translational and rotational responses to the translational force and the rotational moment separately, thus enabling the measurement of all four types of FRF: \\(X/F\\), \\(\Theta/F\\), \\(X/M\\) and \\(\Theta/M\\). By adding and subtracting the responses produced by these two separate excitations conditions, we can deduce the translational and rotational responses to the translational force and the rotational moment separately, thus enabling the measurement of all four types of FRF: \\(X/F\\), \\(\Theta/F\\), \\(X/M\\) and \\(\Theta/M\\).
<a id="org3d91028"></a> <a id="org3661976"></a>
{{< figure src="/ox-hugo/ewins00_rotational_excitation.png" caption="Figure 26: Application of moment excitation" >}} {{< figure src="/ox-hugo/ewins00_rotational_excitation.png" caption="Figure 26: Application of moment excitation" >}}
@ -3031,7 +3031,7 @@ The two groups are usually separated by a clear gap (depending of the noise pres
| ![](/ox-hugo/ewins00_PRF_numerical_FRF.png) | ![](/ox-hugo/ewins00_PRF_numerical_svd.png) | ![](/ox-hugo/ewins00_PRF_numerical_PRF.png) | | ![](/ox-hugo/ewins00_PRF_numerical_FRF.png) | ![](/ox-hugo/ewins00_PRF_numerical_svd.png) | ![](/ox-hugo/ewins00_PRF_numerical_PRF.png) |
|---------------------------------------------|---------------------------------------------|---------------------------------------------| |---------------------------------------------|---------------------------------------------|---------------------------------------------|
| <a id="org729f249"></a> FRF | <a id="org5ffbfd5"></a> Singular Values | <a id="org61f8f16"></a> PRF | | <a id="org5c71f61"></a> FRF | <a id="orgf4b0f57"></a> Singular Values | <a id="org5cd3677"></a> PRF |
| width=\linewidth | width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth | width=\linewidth |
<a id="table--fig:PRF-measured"></a> <a id="table--fig:PRF-measured"></a>
@ -3042,7 +3042,7 @@ The two groups are usually separated by a clear gap (depending of the noise pres
| ![](/ox-hugo/ewins00_PRF_measured_FRF.png) | ![](/ox-hugo/ewins00_PRF_measured_svd.png) | ![](/ox-hugo/ewins00_PRF_measured_PRF.png) | | ![](/ox-hugo/ewins00_PRF_measured_FRF.png) | ![](/ox-hugo/ewins00_PRF_measured_svd.png) | ![](/ox-hugo/ewins00_PRF_measured_PRF.png) |
|--------------------------------------------|--------------------------------------------|--------------------------------------------| |--------------------------------------------|--------------------------------------------|--------------------------------------------|
| <a id="org830b4d0"></a> FRF | <a id="orgac004ea"></a> Singular Values | <a id="org4f86091"></a> PRF | | <a id="org7139e77"></a> FRF | <a id="org72e197f"></a> Singular Values | <a id="orgcfee43c"></a> PRF |
| width=\linewidth | width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth | width=\linewidth |
@ -3084,7 +3084,7 @@ Associated with the CMIF values at each natural frequency \\(\omega\_r\\) are tw
- the left singular vector \\(\\{U(\omega\_r)\\}\_1\\) which approximates the **mode shape** of that mode - the left singular vector \\(\\{U(\omega\_r)\\}\_1\\) which approximates the **mode shape** of that mode
- the right singular vector \\(\\{V(\omega\_r)\\}\_1\\) which represents the approximate **force pattern necessary to generate a response on that mode only** - the right singular vector \\(\\{V(\omega\_r)\\}\_1\\) which represents the approximate **force pattern necessary to generate a response on that mode only**
<a id="org54c1d8d"></a> <a id="org7ede7e7"></a>
{{< figure src="/ox-hugo/ewins00_mifs.png" caption="Figure 27: Complex Mode Indicator Function (CMIF)" >}} {{< figure src="/ox-hugo/ewins00_mifs.png" caption="Figure 27: Complex Mode Indicator Function (CMIF)" >}}
@ -3179,7 +3179,7 @@ The peak-picking method is applied as follows (illustrated on figure [fig:peak_a
It must be noted that the estimates of both damping and modal constant depend heavily on the accuracy of the maximum FRF level \\(|\hat{H}|\\) which is difficult to measure with great accuracy, especially for lightly damped systems. It must be noted that the estimates of both damping and modal constant depend heavily on the accuracy of the maximum FRF level \\(|\hat{H}|\\) which is difficult to measure with great accuracy, especially for lightly damped systems.
Only real modal constants and thus real modes can be deduced by this method. Only real modal constants and thus real modes can be deduced by this method.
<a id="orgc953f95"></a> <a id="org3c7cf51"></a>
{{< figure src="/ox-hugo/ewins00_peak_amplitude.png" caption="Figure 28: Peak Amplitude method of modal analysis" >}} {{< figure src="/ox-hugo/ewins00_peak_amplitude.png" caption="Figure 28: Peak Amplitude method of modal analysis" >}}
@ -3214,7 +3214,7 @@ A plot of the quantity \\(\alpha(\omega)\\) is given in figure [fig:modal_circle
| ![](/ox-hugo/ewins00_modal_circle.png) | ![](/ox-hugo/ewins00_modal_circle_bis.png) | | ![](/ox-hugo/ewins00_modal_circle.png) | ![](/ox-hugo/ewins00_modal_circle_bis.png) |
|----------------------------------------|--------------------------------------------------------------------| |----------------------------------------|--------------------------------------------------------------------|
| <a id="org1b60ce7"></a> Properties | <a id="orgb28d972"></a> \\(\omega\_b\\) and \\(\omega\_a\\) points | | <a id="orgeae84ac"></a> Properties | <a id="orgcdcd534"></a> \\(\omega\_b\\) and \\(\omega\_a\\) points |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
For any frequency \\(\omega\\), we have the following relationship: For any frequency \\(\omega\\), we have the following relationship:
@ -3328,7 +3328,7 @@ The sequence is:
5. **Determine modal constant modulus and argument**. 5. **Determine modal constant modulus and argument**.
The magnitude and argument of the modal constant is determined from the diameter of the circle and from its orientation relative to the Real and Imaginary axis. The magnitude and argument of the modal constant is determined from the diameter of the circle and from its orientation relative to the Real and Imaginary axis.
<a id="org0244ba6"></a> <a id="org771e181"></a>
{{< figure src="/ox-hugo/ewins00_circle_fit_natural_frequency.png" caption="Figure 29: Location of natural frequency for a Circle-fit modal analysis" >}} {{< figure src="/ox-hugo/ewins00_circle_fit_natural_frequency.png" caption="Figure 29: Location of natural frequency for a Circle-fit modal analysis" >}}
@ -3453,7 +3453,7 @@ However, by the inclusion of two simple extra terms (the "**residuals**"), the m
| ![](/ox-hugo/ewins00_residual_without.png) | ![](/ox-hugo/ewins00_residual_with.png) | | ![](/ox-hugo/ewins00_residual_without.png) | ![](/ox-hugo/ewins00_residual_with.png) |
|--------------------------------------------|-----------------------------------------| |--------------------------------------------|-----------------------------------------|
| <a id="org441a50e"></a> without residual | <a id="org8c87686"></a> with residuals | | <a id="org9858d7b"></a> without residual | <a id="org123fbbb"></a> with residuals |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
If we regenerate an FRF curve from the modal parameters we have extracted from the measured data, we shall use a formula of the type If we regenerate an FRF curve from the modal parameters we have extracted from the measured data, we shall use a formula of the type
@ -3484,7 +3484,7 @@ The three terms corresponds to:
These three terms are illustrated on figure [fig:low_medium_high_modes](#fig:low_medium_high_modes). These three terms are illustrated on figure [fig:low_medium_high_modes](#fig:low_medium_high_modes).
<a id="org4214379"></a> <a id="org7b504af"></a>
{{< figure src="/ox-hugo/ewins00_low_medium_high_modes.png" caption="Figure 30: Numerical simulation of contribution of low, medium and high frequency modes" >}} {{< figure src="/ox-hugo/ewins00_low_medium_high_modes.png" caption="Figure 30: Numerical simulation of contribution of low, medium and high frequency modes" >}}
@ -3785,7 +3785,7 @@ As an example, a set of mobilities measured are shown individually in figure [fi
| ![](/ox-hugo/ewins00_composite_raw.png) | ![](/ox-hugo/ewins00_composite_sum.png) | | ![](/ox-hugo/ewins00_composite_raw.png) | ![](/ox-hugo/ewins00_composite_sum.png) |
|-------------------------------------------|-----------------------------------------| |-------------------------------------------|-----------------------------------------|
| <a id="org3564b55"></a> Individual curves | <a id="org7736a33"></a> Composite curve | | <a id="org9447542"></a> Individual curves | <a id="org25a8fbe"></a> Composite curve |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
The global analysis methods have the disadvantages first, that the computation power required is high and second that there may be valid reasons why the various FRF curves exhibit slight differences in their characteristics and it may not always be appropriate to average them. The global analysis methods have the disadvantages first, that the computation power required is high and second that there may be valid reasons why the various FRF curves exhibit slight differences in their characteristics and it may not always be appropriate to average them.
@ -4332,7 +4332,7 @@ Measured coordinates of the test structure are first linked as shown on figure [
Then, the grid of measured coordinate points is redrawn on the same plot but this time displaced by an amount proportional to the corresponding element in the mode shape vector as shown on figure [fig:static_display](#fig:static_display) (b). Then, the grid of measured coordinate points is redrawn on the same plot but this time displaced by an amount proportional to the corresponding element in the mode shape vector as shown on figure [fig:static_display](#fig:static_display) (b).
The elements in the vector are scaled according the normalization process used (usually mass-normalized), and their absolute magnitudes have no particular significance. The elements in the vector are scaled according the normalization process used (usually mass-normalized), and their absolute magnitudes have no particular significance.
<a id="org4a1c4d1"></a> <a id="org5b10dfd"></a>
{{< figure src="/ox-hugo/ewins00_static_display.png" caption="Figure 31: Static display of modes shapes. (a) basic grid (b) single-frame deflection pattern (c) multiple-frame deflection pattern (d) complex mode (e) Argand diagram - quasi-real mode (f) Argand diagram - complex mode" >}} {{< figure src="/ox-hugo/ewins00_static_display.png" caption="Figure 31: Static display of modes shapes. (a) basic grid (b) single-frame deflection pattern (c) multiple-frame deflection pattern (d) complex mode (e) Argand diagram - quasi-real mode (f) Argand diagram - complex mode" >}}
@ -4377,7 +4377,7 @@ If we consider the first six modes of the beam, whose mode shapes are sketched i
All the higher modes will be indistinguishable from these first few. All the higher modes will be indistinguishable from these first few.
This is a well known problem of **spatial aliasing**. This is a well known problem of **spatial aliasing**.
<a id="orgc20b9b6"></a> <a id="org550291e"></a>
{{< figure src="/ox-hugo/ewins00_beam_modes.png" caption="Figure 32: Misinterpretation of mode shapes by spatial aliasing" >}} {{< figure src="/ox-hugo/ewins00_beam_modes.png" caption="Figure 32: Misinterpretation of mode shapes by spatial aliasing" >}}
@ -4440,7 +4440,7 @@ The inclusion of these two additional terms (obtained here only after measuring
| ![](/ox-hugo/ewins00_H22_without_residual.png) | ![](/ox-hugo/ewins00_H22_with_residual.png) | | ![](/ox-hugo/ewins00_H22_without_residual.png) | ![](/ox-hugo/ewins00_H22_with_residual.png) |
|--------------------------------------------------------|-----------------------------------------------------------| |--------------------------------------------------------|-----------------------------------------------------------|
| <a id="org376d498"></a> Using measured modal data only | <a id="orgb025b02"></a> After inclusion of residual terms | | <a id="orgd348130"></a> Using measured modal data only | <a id="orgd663b75"></a> After inclusion of residual terms |
| width=\linewidth | width=\linewidth | | width=\linewidth | width=\linewidth |
The appropriate expression for a "correct" response model, derived via a set of modal properties is thus The appropriate expression for a "correct" response model, derived via a set of modal properties is thus
@ -4495,7 +4495,7 @@ If the transmissibility is measured during a modal test which has a single excit
In general, the transmissibility **depends significantly on the excitation point** (\\({}\_iT\_{jk}(\omega) \neq {}\_qT\_{jk}(\omega)\\) where \\(q\\) is a different DOF than \\(i\\)) and it is shown on figure [fig:transmissibility_plots](#fig:transmissibility_plots). In general, the transmissibility **depends significantly on the excitation point** (\\({}\_iT\_{jk}(\omega) \neq {}\_qT\_{jk}(\omega)\\) where \\(q\\) is a different DOF than \\(i\\)) and it is shown on figure [fig:transmissibility_plots](#fig:transmissibility_plots).
This may explain why transmissibilities are not widely used in modal analysis. This may explain why transmissibilities are not widely used in modal analysis.
<a id="org5d97d3b"></a> <a id="orgf94c607"></a>
{{< figure src="/ox-hugo/ewins00_transmissibility_plots.png" caption="Figure 33: Transmissibility plots" >}} {{< figure src="/ox-hugo/ewins00_transmissibility_plots.png" caption="Figure 33: Transmissibility plots" >}}
@ -4516,7 +4516,7 @@ The fact that the excitation force is not measured is responsible for the lack o
| ![](/ox-hugo/ewins00_conventional_modal_test_setup.png) | ![](/ox-hugo/ewins00_base_excitation_modal_setup.png) | | ![](/ox-hugo/ewins00_conventional_modal_test_setup.png) | ![](/ox-hugo/ewins00_base_excitation_modal_setup.png) |
|---------------------------------------------------------|-------------------------------------------------------| |---------------------------------------------------------|-------------------------------------------------------|
| <a id="org5b39165"></a> Conventional modal test setup | <a id="org6815dc0"></a> Base excitation setup | | <a id="org63bf82a"></a> Conventional modal test setup | <a id="orga49dd9a"></a> Base excitation setup |
| height=4cm | height=4cm | | height=4cm | height=4cm |
@ -4559,4 +4559,4 @@ Because the rank of each pseudo matrix is less than its order, it cannot be inve
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org57f8bf9"></a>Ewins, DJ. 2000. _Modal Testing: Theory, Practice and Application_. _Research Studies Pre, 2nd Ed., ISBN-13_. Baldock, Hertfordshire, England Philadelphia, PA: Wiley-Blackwell. <a id="org59430c3"></a>Ewins, DJ. 2000. _Modal Testing: Theory, Practice and Application_. _Research Studies Pre, 2nd Ed., ISBN-13_. Baldock, Hertfordshire, England Philadelphia, PA: Wiley-Blackwell.

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@ -9,7 +9,7 @@ Tags
Reference Reference
: ([Fleming and Leang 2014](#org611ad6b)) : ([Fleming and Leang 2014](#orgb239e00))
Author(s) Author(s)
: Fleming, A. J., & Leang, K. K. : Fleming, A. J., & Leang, K. K.
@ -821,11 +821,11 @@ Year
### Amplifier and Piezo electrical models {#amplifier-and-piezo-electrical-models} ### Amplifier and Piezo electrical models {#amplifier-and-piezo-electrical-models}
<a id="org393f35b"></a> <a id="orgea18894"></a>
{{< figure src="/ox-hugo/fleming14_amplifier_model.png" caption="Figure 1: A voltage source \\(V\_s\\) driving a piezoelectric load. The actuator is modeled by a capacitance \\(C\_p\\) and strain-dependent voltage source \\(V\_p\\). The resistance \\(R\_s\\) is the output impedance and \\(L\\) the cable inductance." >}} {{< figure src="/ox-hugo/fleming14_amplifier_model.png" caption="Figure 1: A voltage source \\(V\_s\\) driving a piezoelectric load. The actuator is modeled by a capacitance \\(C\_p\\) and strain-dependent voltage source \\(V\_p\\). The resistance \\(R\_s\\) is the output impedance and \\(L\\) the cable inductance." >}}
Consider the electrical circuit shown in Figure [1](#org393f35b) where a voltage source is connected to a piezoelectric actuator. Consider the electrical circuit shown in Figure [1](#orgea18894) where a voltage source is connected to a piezoelectric actuator.
The actuator is modeled as a capacitance \\(C\_p\\) in series with a strain-dependent voltage source \\(V\_p\\). The actuator is modeled as a capacitance \\(C\_p\\) in series with a strain-dependent voltage source \\(V\_p\\).
The resistance \\(R\_s\\) and inductance \\(L\\) are the source impedance and the cable inductance respectively. The resistance \\(R\_s\\) and inductance \\(L\\) are the source impedance and the cable inductance respectively.
@ -948,4 +948,4 @@ The bandwidth limitations of standard piezoelectric drives were identified as:
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org611ad6b"></a>Fleming, Andrew J., and Kam K. Leang. 2014. _Design, Modeling and Control of Nanopositioning Systems_. Advances in Industrial Control. Springer International Publishing. <https://doi.org/10.1007/978-3-319-06617-2>. <a id="orgb239e00"></a>Fleming, Andrew J., and Kam K. Leang. 2014. _Design, Modeling and Control of Nanopositioning Systems_. Advances in Industrial Control. Springer International Publishing. <https://doi.org/10.1007/978-3-319-06617-2>.

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@ -4,11 +4,15 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Finite Element Model]({{< relref "finite_element_model" >}})
Tags Tags
: [Finite Element Model]({{< relref "finite_element_model" >}}) : [Finite Element Model]({{< relref "finite_element_model" >}})
Reference Reference
: ([Hatch 2000](#org26212b4)) : ([Hatch 2000](#orgf974cac))
Author(s) Author(s)
: Hatch, M. R. : Hatch, M. R.
@ -21,14 +25,14 @@ Matlab Code form the book is available [here](https://in.mathworks.com/matlabcen
## Introduction {#introduction} ## Introduction {#introduction}
<a id="org660282e"></a> <a id="org30f30a5"></a>
The main goal of this book is to show how to take results of large dynamic finite element models and build small Matlab state space dynamic mechanical models for use in control system models. The main goal of this book is to show how to take results of large dynamic finite element models and build small Matlab state space dynamic mechanical models for use in control system models.
### Modal Analysis {#modal-analysis} ### Modal Analysis {#modal-analysis}
The diagram in Figure [1](#org7e10f92) shows the methodology for analyzing a lightly damped structure using normal modes. The diagram in Figure [1](#org47ba802) shows the methodology for analyzing a lightly damped structure using normal modes.
<div class="important"> <div class="important">
<div></div> <div></div>
@ -46,7 +50,7 @@ The steps are:
</div> </div>
<a id="org7e10f92"></a> <a id="org47ba802"></a>
{{< figure src="/ox-hugo/hatch00_modal_analysis_flowchart.png" caption="Figure 1: Modal analysis method flowchart" >}} {{< figure src="/ox-hugo/hatch00_modal_analysis_flowchart.png" caption="Figure 1: Modal analysis method flowchart" >}}
@ -58,7 +62,7 @@ Because finite element models usually have a very large number of states, an imp
<div class="important"> <div class="important">
<div></div> <div></div>
Figure [2](#org1c1177f) shows such process, the steps are: Figure [2](#org5605afc) shows such process, the steps are:
- start with the finite element model - start with the finite element model
- compute the eigenvalues and eigenvectors (as many as dof in the model) - compute the eigenvalues and eigenvectors (as many as dof in the model)
@ -71,14 +75,14 @@ Figure [2](#org1c1177f) shows such process, the steps are:
</div> </div>
<a id="org1c1177f"></a> <a id="org5605afc"></a>
{{< figure src="/ox-hugo/hatch00_model_reduction_chart.png" caption="Figure 2: Model size reduction flowchart" >}} {{< figure src="/ox-hugo/hatch00_model_reduction_chart.png" caption="Figure 2: Model size reduction flowchart" >}}
### Notations {#notations} ### Notations {#notations}
Tables [3](#org437cc66), [2](#table--tab:notations-eigen-vectors-values) and [3](#table--tab:notations-stiffness-mass) summarize the notations of this document. Tables [3](#org8a3a401), [2](#table--tab:notations-eigen-vectors-values) and [3](#table--tab:notations-stiffness-mass) summarize the notations of this document.
<a id="table--tab:notations-modes-nodes"></a> <a id="table--tab:notations-modes-nodes"></a>
<div class="table-caption"> <div class="table-caption">
@ -127,22 +131,22 @@ Tables [3](#org437cc66), [2](#table--tab:notations-eigen-vectors-values) and [3]
## Zeros in SISO Mechanical Systems {#zeros-in-siso-mechanical-systems} ## Zeros in SISO Mechanical Systems {#zeros-in-siso-mechanical-systems}
<a id="orgf7c45a9"></a> <a id="org76a3c3a"></a>
The origin and influence of poles are clear: they represent the resonant frequencies of the system, and for each resonance frequency, a mode shape can be defined to describe the motion at that frequency. The origin and influence of poles are clear: they represent the resonant frequencies of the system, and for each resonance frequency, a mode shape can be defined to describe the motion at that frequency.
We here which to give an intuitive understanding for **when to expect zeros in SISO mechanical systems** and **how to predict the frequencies at which they will occur**. We here which to give an intuitive understanding for **when to expect zeros in SISO mechanical systems** and **how to predict the frequencies at which they will occur**.
Figure [3](#org437cc66) shows a series arrangement of masses and springs, with a total of \\(n\\) masses and \\(n+1\\) springs. Figure [3](#org8a3a401) shows a series arrangement of masses and springs, with a total of \\(n\\) masses and \\(n+1\\) springs.
The degrees of freedom are numbered from left to right, \\(z\_1\\) through \\(z\_n\\). The degrees of freedom are numbered from left to right, \\(z\_1\\) through \\(z\_n\\).
<a id="org437cc66"></a> <a id="org8a3a401"></a>
{{< figure src="/ox-hugo/hatch00_n_dof_zeros.png" caption="Figure 3: n dof system showing various SISO input/output configurations" >}} {{< figure src="/ox-hugo/hatch00_n_dof_zeros.png" caption="Figure 3: n dof system showing various SISO input/output configurations" >}}
<div class="important"> <div class="important">
<div></div> <div></div>
([Miu 1993](#org44eae27)) shows that the zeros of any particular transfer function are the poles of the constrained system to the left and/or right of the system defined by constraining the one or two dof's defining the transfer function. ([Miu 1993](#orga24e99d)) shows that the zeros of any particular transfer function are the poles of the constrained system to the left and/or right of the system defined by constraining the one or two dof's defining the transfer function.
The resonances of the "overhanging appendages" of the constrained system create the zeros. The resonances of the "overhanging appendages" of the constrained system create the zeros.
@ -151,12 +155,12 @@ The resonances of the "overhanging appendages" of the constrained system create
## State Space Analysis {#state-space-analysis} ## State Space Analysis {#state-space-analysis}
<a id="orgc7d1453"></a> <a id="org0ebaa11"></a>
## Modal Analysis {#modal-analysis} ## Modal Analysis {#modal-analysis}
<a id="orgaec588e"></a> <a id="orge0d0333"></a>
Lightly damped structures are typically analyzed with the "normal mode" method described in this section. Lightly damped structures are typically analyzed with the "normal mode" method described in this section.
@ -196,9 +200,9 @@ Summarizing the modal analysis method of analyzing linear mechanical systems and
#### Equation of Motion {#equation-of-motion} #### Equation of Motion {#equation-of-motion}
Let's consider the model shown in Figure [4](#org7d4f157) with \\(k\_1 = k\_2 = k\\), \\(m\_1 = m\_2 = m\_3 = m\\) and \\(c\_1 = c\_2 = 0\\). Let's consider the model shown in Figure [4](#org9ab4d6c) with \\(k\_1 = k\_2 = k\\), \\(m\_1 = m\_2 = m\_3 = m\\) and \\(c\_1 = c\_2 = 0\\).
<a id="org7d4f157"></a> <a id="org9ab4d6c"></a>
{{< figure src="/ox-hugo/hatch00_undamped_tdof_model.png" caption="Figure 4: Undamped tdof model" >}} {{< figure src="/ox-hugo/hatch00_undamped_tdof_model.png" caption="Figure 4: Undamped tdof model" >}}
@ -297,17 +301,17 @@ One then find:
\end{bmatrix} \end{bmatrix}
\end{equation} \end{equation}
Virtual interpretation of the eigenvectors are shown in Figures [5](#org102195c), [6](#org8c88cc4) and [7](#org033aa75). Virtual interpretation of the eigenvectors are shown in Figures [5](#orga0c09be), [6](#orgcbdfa37) and [7](#org3296dae).
<a id="org102195c"></a> <a id="orga0c09be"></a>
{{< figure src="/ox-hugo/hatch00_tdof_mode_1.png" caption="Figure 5: Rigid-Body Mode, 0rad/s" >}} {{< figure src="/ox-hugo/hatch00_tdof_mode_1.png" caption="Figure 5: Rigid-Body Mode, 0rad/s" >}}
<a id="org8c88cc4"></a> <a id="orgcbdfa37"></a>
{{< figure src="/ox-hugo/hatch00_tdof_mode_2.png" caption="Figure 6: Second Model, Middle Mass Stationary, 1rad/s" >}} {{< figure src="/ox-hugo/hatch00_tdof_mode_2.png" caption="Figure 6: Second Model, Middle Mass Stationary, 1rad/s" >}}
<a id="org033aa75"></a> <a id="org3296dae"></a>
{{< figure src="/ox-hugo/hatch00_tdof_mode_3.png" caption="Figure 7: Third Mode, 1.7rad/s" >}} {{< figure src="/ox-hugo/hatch00_tdof_mode_3.png" caption="Figure 7: Third Mode, 1.7rad/s" >}}
@ -346,9 +350,9 @@ There are many options for change of basis, but we will show that **when eigenve
The n-uncoupled equations in the principal coordinate system can then be solved for the responses in the principal coordinate system using the well known solutions for the single dof systems. The n-uncoupled equations in the principal coordinate system can then be solved for the responses in the principal coordinate system using the well known solutions for the single dof systems.
The n-responses in the principal coordinate system can then be **transformed back** to the physical coordinate system to provide the actual response in physical coordinate. The n-responses in the principal coordinate system can then be **transformed back** to the physical coordinate system to provide the actual response in physical coordinate.
This procedure is schematically shown in Figure [8](#org137f17c). This procedure is schematically shown in Figure [8](#orgc4bf3bf).
<a id="org137f17c"></a> <a id="orgc4bf3bf"></a>
{{< figure src="/ox-hugo/hatch00_schematic_modal_solution.png" caption="Figure 8: Roadmap for Modal Solution" >}} {{< figure src="/ox-hugo/hatch00_schematic_modal_solution.png" caption="Figure 8: Roadmap for Modal Solution" >}}
@ -696,7 +700,7 @@ Absolute damping is based on making \\(b = 0\\), in which case the percentage of
## Frequency Response: Modal Form {#frequency-response-modal-form} ## Frequency Response: Modal Form {#frequency-response-modal-form}
<a id="org5db4c17"></a> <a id="orgce4e676"></a>
The procedure to obtain the frequency response from a modal form is as follow: The procedure to obtain the frequency response from a modal form is as follow:
@ -704,9 +708,9 @@ The procedure to obtain the frequency response from a modal form is as follow:
- use Laplace transform to obtain the transfer functions in principal coordinates - use Laplace transform to obtain the transfer functions in principal coordinates
- back-transform the transfer functions to physical coordinates where the individual mode contributions will be evident - back-transform the transfer functions to physical coordinates where the individual mode contributions will be evident
This will be applied to the model shown in Figure [9](#orgefc4430). This will be applied to the model shown in Figure [9](#org2f073ed).
<a id="orgefc4430"></a> <a id="org2f073ed"></a>
{{< figure src="/ox-hugo/hatch00_tdof_model.png" caption="Figure 9: tdof undamped model for modal analysis" >}} {{< figure src="/ox-hugo/hatch00_tdof_model.png" caption="Figure 9: tdof undamped model for modal analysis" >}}
@ -888,9 +892,9 @@ Equations \eqref{eq:general_add_tf} and \eqref{eq:general_add_tf_damp} shows tha
</div> </div>
Figure [10](#org997887a) shows the separate contributions of each mode to the total response \\(z\_1/F\_1\\). Figure [10](#orgd3fa126) shows the separate contributions of each mode to the total response \\(z\_1/F\_1\\).
<a id="org997887a"></a> <a id="orgd3fa126"></a>
{{< figure src="/ox-hugo/hatch00_z11_tf.png" caption="Figure 10: Mode contributions to the transfer function from \\(F\_1\\) to \\(z\_1\\)" >}} {{< figure src="/ox-hugo/hatch00_z11_tf.png" caption="Figure 10: Mode contributions to the transfer function from \\(F\_1\\) to \\(z\_1\\)" >}}
@ -899,16 +903,16 @@ The zeros for SISO transfer functions are the roots of the numerator, however, f
## SISO State Space Matlab Model from ANSYS Model {#siso-state-space-matlab-model-from-ansys-model} ## SISO State Space Matlab Model from ANSYS Model {#siso-state-space-matlab-model-from-ansys-model}
<a id="orgee24ebb"></a> <a id="orgeeb2d23"></a>
### Introduction {#introduction} ### Introduction {#introduction}
In this section is developed a SISO state space Matlab model from an ANSYS cantilever beam model as shown in Figure [11](#org64b074d). In this section is developed a SISO state space Matlab model from an ANSYS cantilever beam model as shown in Figure [11](#org2b2ab45).
A z direction force is applied at the midpoint of the beam and z displacement at the tip is the output. A z direction force is applied at the midpoint of the beam and z displacement at the tip is the output.
The objective is to provide the smallest Matlab state space model that accurately represents the pertinent dynamics. The objective is to provide the smallest Matlab state space model that accurately represents the pertinent dynamics.
<a id="org64b074d"></a> <a id="org2b2ab45"></a>
{{< figure src="/ox-hugo/hatch00_cantilever_beam.png" caption="Figure 11: Cantilever beam with forcing function at midpoint" >}} {{< figure src="/ox-hugo/hatch00_cantilever_beam.png" caption="Figure 11: Cantilever beam with forcing function at midpoint" >}}
@ -987,7 +991,7 @@ If sorting of DC gain values is performed prior to the `truncate` operation, the
## Ground Acceleration Matlab Model From ANSYS Model {#ground-acceleration-matlab-model-from-ansys-model} ## Ground Acceleration Matlab Model From ANSYS Model {#ground-acceleration-matlab-model-from-ansys-model}
<a id="org88a2eb8"></a> <a id="orgecdee84"></a>
### Model Description {#model-description} ### Model Description {#model-description}
@ -1001,25 +1005,25 @@ If sorting of DC gain values is performed prior to the `truncate` operation, the
## SISO Disk Drive Actuator Model {#siso-disk-drive-actuator-model} ## SISO Disk Drive Actuator Model {#siso-disk-drive-actuator-model}
<a id="org9f31aa5"></a> <a id="orgaa7ea31"></a>
In this section we wish to extract a SISO state space model from a Finite Element model representing a Disk Drive Actuator (Figure [12](#org594b960)). In this section we wish to extract a SISO state space model from a Finite Element model representing a Disk Drive Actuator (Figure [12](#orgea9abf7)).
### Actuator Description {#actuator-description} ### Actuator Description {#actuator-description}
<a id="org594b960"></a> <a id="orgea9abf7"></a>
{{< figure src="/ox-hugo/hatch00_disk_drive_siso_model.png" caption="Figure 12: Drawing of Actuator/Suspension system" >}} {{< figure src="/ox-hugo/hatch00_disk_drive_siso_model.png" caption="Figure 12: Drawing of Actuator/Suspension system" >}}
The primary motion of the actuator is rotation about the pivot bearing, therefore the final model has the coordinate system transformed from a Cartesian x,y,z coordinate system to a Cylindrical \\(r\\), \\(\theta\\) and \\(z\\) system, with the two origins coincident (Figure [13](#orgb941e2d)). The primary motion of the actuator is rotation about the pivot bearing, therefore the final model has the coordinate system transformed from a Cartesian x,y,z coordinate system to a Cylindrical \\(r\\), \\(\theta\\) and \\(z\\) system, with the two origins coincident (Figure [13](#org2735634)).
<a id="orgb941e2d"></a> <a id="org2735634"></a>
{{< figure src="/ox-hugo/hatch00_disk_drive_nodes_reduced_model.png" caption="Figure 13: Nodes used for reduced Matlab model. Shown with partial finite element mesh at coil" >}} {{< figure src="/ox-hugo/hatch00_disk_drive_nodes_reduced_model.png" caption="Figure 13: Nodes used for reduced Matlab model. Shown with partial finite element mesh at coil" >}}
For reduced models, we only require eigenvector information for dof where forces are applied and where displacements are required. For reduced models, we only require eigenvector information for dof where forces are applied and where displacements are required.
Figure [13](#orgb941e2d) shows the nodes used for the reduced Matlab model. Figure [13](#org2735634) shows the nodes used for the reduced Matlab model.
The four nodes 24061, 24066, 24082 and 24087 are located in the center of the coil in the z direction and are used for simulating the VCM force. The four nodes 24061, 24066, 24082 and 24087 are located in the center of the coil in the z direction and are used for simulating the VCM force.
The arrows at the nodes indicate the direction of forces. The arrows at the nodes indicate the direction of forces.
@ -1079,7 +1083,7 @@ From Ansys, we have the eigenvalues \\(\omega\_i\\) and eigenvectors \\(\bm{z}\\
## Balanced Reduction {#balanced-reduction} ## Balanced Reduction {#balanced-reduction}
<a id="orgc607ae9"></a> <a id="org5cec71c"></a>
In this chapter another method of reducing models, “balanced reduction”, will be introduced and compared with the DC and peak gain ranking methods. In this chapter another method of reducing models, “balanced reduction”, will be introduced and compared with the DC and peak gain ranking methods.
@ -1194,14 +1198,14 @@ The **states to be kept are the states with the largest diagonal terms**.
## MIMO Two Stage Actuator Model {#mimo-two-stage-actuator-model} ## MIMO Two Stage Actuator Model {#mimo-two-stage-actuator-model}
<a id="org03a495e"></a> <a id="org0f5f4fe"></a>
In this section, a MIMO two-stage actuator model is derived from a finite element model (Figure [14](#orgf0d40c4)). In this section, a MIMO two-stage actuator model is derived from a finite element model (Figure [14](#orgd698d3c)).
### Actuator Description {#actuator-description} ### Actuator Description {#actuator-description}
<a id="orgf0d40c4"></a> <a id="orgd698d3c"></a>
{{< figure src="/ox-hugo/hatch00_disk_drive_mimo_schematic.png" caption="Figure 14: Drawing of actuator/suspension system" >}} {{< figure src="/ox-hugo/hatch00_disk_drive_mimo_schematic.png" caption="Figure 14: Drawing of actuator/suspension system" >}}
@ -1223,9 +1227,9 @@ Since the same forces are being applied to both piezo elements, they represent t
### Ansys Model Description {#ansys-model-description} ### Ansys Model Description {#ansys-model-description}
In Figure [15](#org3b2d630) are shown the principal nodes used for the model. In Figure [15](#orgafe5660) are shown the principal nodes used for the model.
<a id="org3b2d630"></a> <a id="orgafe5660"></a>
{{< figure src="/ox-hugo/hatch00_disk_drive_mimo_ansys.png" caption="Figure 15: Nodes used for reduced Matlab model, shown with partial mesh at coil and piezo element" >}} {{< figure src="/ox-hugo/hatch00_disk_drive_mimo_ansys.png" caption="Figure 15: Nodes used for reduced Matlab model, shown with partial mesh at coil and piezo element" >}}
@ -1344,11 +1348,11 @@ And we note:
G = zn * Gp; G = zn * Gp;
``` ```
<a id="orga327a57"></a> <a id="org0d94307"></a>
{{< figure src="/ox-hugo/hatch00_z13_tf.png" caption="Figure 16: Mode contributions to the transfer function from \\(F\_1\\) to \\(z\_3\\)" >}} {{< figure src="/ox-hugo/hatch00_z13_tf.png" caption="Figure 16: Mode contributions to the transfer function from \\(F\_1\\) to \\(z\_3\\)" >}}
<a id="orgcdf4fe9"></a> <a id="org34d9546"></a>
{{< figure src="/ox-hugo/hatch00_z11_tf.png" caption="Figure 17: Mode contributions to the transfer function from \\(F\_1\\) to \\(z\_1\\)" >}} {{< figure src="/ox-hugo/hatch00_z11_tf.png" caption="Figure 17: Mode contributions to the transfer function from \\(F\_1\\) to \\(z\_1\\)" >}}
@ -1446,13 +1450,13 @@ G_f = ss(A, B, C, D);
### Simple mode truncation {#simple-mode-truncation} ### Simple mode truncation {#simple-mode-truncation}
Let's plot the frequency of the modes (Figure [18](#org677de35)). Let's plot the frequency of the modes (Figure [18](#orgc4a9679)).
<a id="org677de35"></a> <a id="orgc4a9679"></a>
{{< figure src="/ox-hugo/hatch00_cant_beam_modes_freq.png" caption="Figure 18: Frequency of the modes" >}} {{< figure src="/ox-hugo/hatch00_cant_beam_modes_freq.png" caption="Figure 18: Frequency of the modes" >}}
<a id="orgad1205a"></a> <a id="org6924b78"></a>
{{< figure src="/ox-hugo/hatch00_cant_beam_unsorted_dc_gains.png" caption="Figure 19: Unsorted DC Gains" >}} {{< figure src="/ox-hugo/hatch00_cant_beam_unsorted_dc_gains.png" caption="Figure 19: Unsorted DC Gains" >}}
@ -1521,7 +1525,7 @@ dc_gain = abs(xn(i_input, :).*xn(i_output, :))./(2*pi*f0).^2;
[dc_gain_sort, index_sort] = sort(dc_gain, 'descend'); [dc_gain_sort, index_sort] = sort(dc_gain, 'descend');
``` ```
<a id="org78bca6c"></a> <a id="org118ba52"></a>
{{< figure src="/ox-hugo/hatch00_cant_beam_sorted_dc_gains.png" caption="Figure 20: Sorted DC Gains" >}} {{< figure src="/ox-hugo/hatch00_cant_beam_sorted_dc_gains.png" caption="Figure 20: Sorted DC Gains" >}}
@ -1865,7 +1869,7 @@ wo = gram(G_m, 'o');
And we plot the diagonal terms And we plot the diagonal terms
<a id="orgdf43aa3"></a> <a id="orgc90e1af"></a>
{{< figure src="/ox-hugo/hatch00_gramians.png" caption="Figure 21: Observability and Controllability Gramians" >}} {{< figure src="/ox-hugo/hatch00_gramians.png" caption="Figure 21: Observability and Controllability Gramians" >}}
@ -1883,7 +1887,7 @@ We use `balreal` to rank oscillatory states.
[G_b, G, T, Ti] = balreal(G_m); [G_b, G, T, Ti] = balreal(G_m);
``` ```
<a id="org09f35b9"></a> <a id="org5169fd1"></a>
{{< figure src="/ox-hugo/hatch00_cant_beam_gramian_balanced.png" caption="Figure 22: Sorted values of the Gramian of the balanced realization" >}} {{< figure src="/ox-hugo/hatch00_cant_beam_gramian_balanced.png" caption="Figure 22: Sorted values of the Gramian of the balanced realization" >}}
@ -2128,11 +2132,6 @@ pos_frames = pos([1, i_input, i_output], :);
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org26212b4"></a>Hatch, Michael R. 2000. _Vibration Simulation Using MATLAB and ANSYS_. CRC Press. <a id="orgf974cac"></a>Hatch, Michael R. 2000. _Vibration Simulation Using MATLAB and ANSYS_. CRC Press.
<a id="org44eae27"></a>Miu, Denny K. 1993. _Mechatronics: Electromechanics and Contromechanics_. 1st ed. Mechanical Engineering Series. Springer-Verlag New York. <a id="orga24e99d"></a>Miu, Denny K. 1993. _Mechatronics: Electromechanics and Contromechanics_. 1st ed. Mechanical Engineering Series. Springer-Verlag New York.
## Backlinks {#backlinks}
- [Finite Element Model]({{< relref "finite_element_model" >}})

View File

@ -8,7 +8,7 @@ Tags
: [Reference Books]({{< relref "reference_books" >}}), [Electronics]({{< relref "electronics" >}}) : [Reference Books]({{< relref "reference_books" >}}), [Electronics]({{< relref "electronics" >}})
Reference Reference
: <sup id="b6e665e07855d8348f2f3aa70ec9b563"><a href="#horowitz15_art_of_elect_third_edition" title="Horowitz, The Art Of Electronics - Third Edition, Cambridge University Press (2015).">(Horowitz, 2015)</a></sup> : ([Horowitz 2015](#org53bd07f))
Author(s) Author(s)
: Horowitz, P. : Horowitz, P.
@ -16,5 +16,7 @@ Author(s)
Year Year
: 2015 : 2015
# Bibliography
<a id="horowitz15_art_of_elect_third_edition"></a>Horowitz, P., *The art of electronics - third edition* (2015), New York, NY, USA: Cambridge University Press. [](#b6e665e07855d8348f2f3aa70ec9b563) ## Bibliography {#bibliography}
<a id="org53bd07f"></a>Horowitz, Paul. 2015. _The Art of Electronics - Third Edition_. New York, NY, USA: Cambridge University Press.

View File

@ -8,7 +8,7 @@ Tags
: [Metrology]({{< relref "metrology" >}}) : [Metrology]({{< relref "metrology" >}})
Reference Reference
: ([Leach 2014](#orgc5df692)) : ([Leach 2014](#orgf8626f0))
Author(s) Author(s)
: Leach, R. : Leach, R.
@ -89,4 +89,4 @@ This type of angular interferometer is used to measure small angles (less than \
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orgc5df692"></a>Leach, Richard. 2014. _Fundamental Principles of Engineering Nanometrology_. Elsevier. <https://doi.org/10.1016/c2012-0-06010-3>. <a id="orgf8626f0"></a>Leach, Richard. 2014. _Fundamental Principles of Engineering Nanometrology_. Elsevier. <https://doi.org/10.1016/c2012-0-06010-3>.

View File

@ -8,7 +8,7 @@ Tags
: [Precision Engineering]({{< relref "precision_engineering" >}}) : [Precision Engineering]({{< relref "precision_engineering" >}})
Reference Reference
: ([Leach and Smith 2018](#org285ffd0)) : ([Leach and Smith 2018](#org8b24674))
Author(s) Author(s)
: Leach, R., & Smith, S. T. : Leach, R., & Smith, S. T.
@ -19,4 +19,4 @@ Year
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org285ffd0"></a>Leach, Richard, and Stuart T. Smith. 2018. _Basics of Precision Engineering - 1st Edition_. CRC Press. <a id="org8b24674"></a>Leach, Richard, and Stuart T. Smith. 2018. _Basics of Precision Engineering - 1st Edition_. CRC Press.

View File

@ -8,7 +8,7 @@ Tags
: [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Reference Books]({{< relref "reference_books" >}}), [Stewart Platforms]({{< relref "stewart_platforms" >}}), [HAC-HAC]({{< relref "hac_hac" >}}) : [Vibration Isolation]({{< relref "vibration_isolation" >}}), [Reference Books]({{< relref "reference_books" >}}), [Stewart Platforms]({{< relref "stewart_platforms" >}}), [HAC-HAC]({{< relref "hac_hac" >}})
Reference Reference
: <sup id="454500a3af67ef66a7a754d1f2e1bd4a"><a href="#preumont18_vibrat_contr_activ_struc_fourt_edition" title="Andre Preumont, Vibration Control of Active Structures - Fourth Edition, Springer International Publishing (2018).">(Andre Preumont, 2018)</a></sup> : ([Preumont 2018](#org09bc150))
Author(s) Author(s)
: Preumont, A. : Preumont, A.
@ -61,11 +61,11 @@ There are two radically different approached to disturbance rejection: feedback
#### Feedback {#feedback} #### Feedback {#feedback}
<a id="orgff2b033"></a> <a id="org3a6239d"></a>
{{< figure src="/ox-hugo/preumont18_classical_feedback_small.png" caption="Figure 1: Principle of feedback control" >}} {{< figure src="/ox-hugo/preumont18_classical_feedback_small.png" caption="Figure 1: Principle of feedback control" >}}
The principle of feedback is represented on figure [1](#orgff2b033). The output \\(y\\) of the system is compared to the reference signal \\(r\\), and the error signal \\(\epsilon = r-y\\) is passed into a compensator \\(K(s)\\) and applied to the system \\(G(s)\\), \\(d\\) is the disturbance. The principle of feedback is represented on figure [1](#org3a6239d). The output \\(y\\) of the system is compared to the reference signal \\(r\\), and the error signal \\(\epsilon = r-y\\) is passed into a compensator \\(K(s)\\) and applied to the system \\(G(s)\\), \\(d\\) is the disturbance.
The design problem consists of finding the appropriate compensator \\(K(s)\\) such that the closed-loop system is stable and behaves in the appropriate manner. The design problem consists of finding the appropriate compensator \\(K(s)\\) such that the closed-loop system is stable and behaves in the appropriate manner.
In the control of lightly damped structures, feedback control is used for two distinct and complementary purposes: **active damping** and **model-based feedback**. In the control of lightly damped structures, feedback control is used for two distinct and complementary purposes: **active damping** and **model-based feedback**.
@ -87,12 +87,12 @@ The objective is to control a variable \\(y\\) to a desired value \\(r\\) in spi
#### Feedforward {#feedforward} #### Feedforward {#feedforward}
<a id="orgc74bab2"></a> <a id="org0c27bf0"></a>
{{< figure src="/ox-hugo/preumont18_feedforward_adaptative.png" caption="Figure 2: Principle of feedforward control" >}} {{< figure src="/ox-hugo/preumont18_feedforward_adaptative.png" caption="Figure 2: Principle of feedforward control" >}}
The method relies on the availability of a **reference signal correlated to the primary disturbance**. The method relies on the availability of a **reference signal correlated to the primary disturbance**.
The idea is to produce a second disturbance such that is cancels the effect of the primary disturbance at the location of the sensor error. Its principle is explained in figure [2](#orgc74bab2). The idea is to produce a second disturbance such that is cancels the effect of the primary disturbance at the location of the sensor error. Its principle is explained in figure [2](#org0c27bf0).
The filter coefficients are adapted in such a way that the error signal at one or several critical points is minimized. The filter coefficients are adapted in such a way that the error signal at one or several critical points is minimized.
@ -123,11 +123,11 @@ The table [1](#table--tab:adv-dis-type-control) summarizes the main features of
### The Various Steps of the Design {#the-various-steps-of-the-design} ### The Various Steps of the Design {#the-various-steps-of-the-design}
<a id="org4c2b243"></a> <a id="org4371fad"></a>
{{< figure src="/ox-hugo/preumont18_design_steps.png" caption="Figure 3: The various steps of the design" >}} {{< figure src="/ox-hugo/preumont18_design_steps.png" caption="Figure 3: The various steps of the design" >}}
The various steps of the design of a controlled structure are shown in figure [3](#org4c2b243). The various steps of the design of a controlled structure are shown in figure [3](#org4371fad).
The **starting point** is: The **starting point** is:
@ -154,14 +154,14 @@ If the dynamics of the sensors and actuators may significantly affect the behavi
### Plant Description, Error and Control Budget {#plant-description-error-and-control-budget} ### Plant Description, Error and Control Budget {#plant-description-error-and-control-budget}
From the block diagram of the control system (figure [4](#org1c8100c)): From the block diagram of the control system (figure [4](#orgffc7bae)):
\begin{align\*} \begin{align\*}
y &= (I - G\_{yu}H)^{-1} G\_{yw} w\\\\\\ y &= (I - G\_{yu}H)^{-1} G\_{yw} w\\\\\\
z &= T\_{zw} w = [G\_{zw} + G\_{zu}H(I - G\_{yu}H)^{-1} G\_{yw}] w z &= T\_{zw} w = [G\_{zw} + G\_{zu}H(I - G\_{yu}H)^{-1} G\_{yw}] w
\end{align\*} \end{align\*}
<a id="org1c8100c"></a> <a id="orgffc7bae"></a>
{{< figure src="/ox-hugo/preumont18_general_plant.png" caption="Figure 4: Block diagram of the control System" >}} {{< figure src="/ox-hugo/preumont18_general_plant.png" caption="Figure 4: Block diagram of the control System" >}}
@ -186,12 +186,12 @@ Even more interesting for the design is the **Cumulative Mean Square** response
It is a monotonously decreasing function of frequency and describes the contribution of all frequencies above \\(\omega\\) to the mean-square value of \\(z\\). It is a monotonously decreasing function of frequency and describes the contribution of all frequencies above \\(\omega\\) to the mean-square value of \\(z\\).
\\(\sigma\_z(0)\\) is then the global RMS response. \\(\sigma\_z(0)\\) is then the global RMS response.
A typical plot of \\(\sigma\_z(\omega)\\) is shown figure [5](#orgbde617f). A typical plot of \\(\sigma\_z(\omega)\\) is shown figure [5](#org3ce8916).
It is useful to **identify the critical modes** in a design, at which the effort should be targeted. It is useful to **identify the critical modes** in a design, at which the effort should be targeted.
The diagram can also be used to **assess the control laws** and compare different actuator and sensor configuration. The diagram can also be used to **assess the control laws** and compare different actuator and sensor configuration.
<a id="orgbde617f"></a> <a id="org3ce8916"></a>
{{< figure src="/ox-hugo/preumont18_cas_plot.png" caption="Figure 5: Error budget distribution in OL and CL for increasing gains" >}} {{< figure src="/ox-hugo/preumont18_cas_plot.png" caption="Figure 5: Error budget distribution in OL and CL for increasing gains" >}}
@ -398,11 +398,11 @@ With:
D\_i(\omega) = \frac{1}{1 - \omega^2/\omega\_i^2 + 2 j \xi\_i \omega/\omega\_i} D\_i(\omega) = \frac{1}{1 - \omega^2/\omega\_i^2 + 2 j \xi\_i \omega/\omega\_i}
\end{equation} \end{equation}
<a id="orgac9e4c8"></a> <a id="org4219cc6"></a>
{{< figure src="/ox-hugo/preumont18_neglected_modes.png" caption="Figure 6: Fourier spectrum of the excitation \\(F\\) and dynamic amplitification \\(D\_i\\) of mode \\(i\\) and \\(k\\) such that \\(\omega\_i < \omega\_b\\) and \\(\omega\_k \gg \omega\_b\\)" >}} {{< figure src="/ox-hugo/preumont18_neglected_modes.png" caption="Figure 6: Fourier spectrum of the excitation \\(F\\) and dynamic amplitification \\(D\_i\\) of mode \\(i\\) and \\(k\\) such that \\(\omega\_i < \omega\_b\\) and \\(\omega\_k \gg \omega\_b\\)" >}}
If the excitation has a limited bandwidth \\(\omega\_b\\), the contribution of the high frequency modes \\(\omega\_k \gg \omega\_b\\) can be evaluated by assuming \\(D\_k(\omega) \approx 1\\) (as shown on figure [6](#orgac9e4c8)). If the excitation has a limited bandwidth \\(\omega\_b\\), the contribution of the high frequency modes \\(\omega\_k \gg \omega\_b\\) can be evaluated by assuming \\(D\_k(\omega) \approx 1\\) (as shown on figure [6](#org4219cc6)).
And \\(G(\omega)\\) can be rewritten on terms of the **low frequency modes only**: And \\(G(\omega)\\) can be rewritten on terms of the **low frequency modes only**:
\\[ G(\omega) \approx \sum\_{i=1}^m \frac{\phi\_i \phi\_i^T}{\mu\_i \omega\_i^2} D\_i(\omega) + R \\] \\[ G(\omega) \approx \sum\_{i=1}^m \frac{\phi\_i \phi\_i^T}{\mu\_i \omega\_i^2} D\_i(\omega) + R \\]
@ -441,9 +441,9 @@ The open-loop FRF of a collocated system corresponds to a diagonal component of
If we assumes that the collocated system is undamped and is attached to the DoF \\(k\\), the open-loop FRF is purely real: If we assumes that the collocated system is undamped and is attached to the DoF \\(k\\), the open-loop FRF is purely real:
\\[ G\_{kk}(\omega) = \sum\_{i=1}^m \frac{\phi\_i^2(k)}{\mu\_i (\omega\_i^2 - \omega^2)} + R\_{kk} \\] \\[ G\_{kk}(\omega) = \sum\_{i=1}^m \frac{\phi\_i^2(k)}{\mu\_i (\omega\_i^2 - \omega^2)} + R\_{kk} \\]
\\(G\_{kk}\\) is a monotonously increasing function of \\(\omega\\) (figure [7](#org6374ca8)). \\(G\_{kk}\\) is a monotonously increasing function of \\(\omega\\) (figure [7](#orgd4f4723)).
<a id="org6374ca8"></a> <a id="orgd4f4723"></a>
{{< figure src="/ox-hugo/preumont18_collocated_control_frf.png" caption="Figure 7: Open-Loop FRF of an undamped structure with collocated actuator/sensor pair" >}} {{< figure src="/ox-hugo/preumont18_collocated_control_frf.png" caption="Figure 7: Open-Loop FRF of an undamped structure with collocated actuator/sensor pair" >}}
@ -457,9 +457,9 @@ For lightly damped structure, the poles and zeros are just moved a little bit in
</div> </div>
If the undamped structure is excited harmonically by the actuator at the frequency of the transmission zero \\(z\_i\\), the amplitude of the response of the collocated sensor vanishes. That means that the structure oscillates at the frequency \\(z\_i\\) according to the mode shape shown in dotted line figure [8](#org55d54ab). If the undamped structure is excited harmonically by the actuator at the frequency of the transmission zero \\(z\_i\\), the amplitude of the response of the collocated sensor vanishes. That means that the structure oscillates at the frequency \\(z\_i\\) according to the mode shape shown in dotted line figure [8](#org5748d4e).
<a id="org55d54ab"></a> <a id="org5748d4e"></a>
{{< figure src="/ox-hugo/preumont18_collocated_zero.png" caption="Figure 8: Structure with collocated actuator and sensor" >}} {{< figure src="/ox-hugo/preumont18_collocated_zero.png" caption="Figure 8: Structure with collocated actuator and sensor" >}}
@ -474,9 +474,9 @@ The open-loop poles are independant of the actuator and sensor configuration whi
</div> </div>
By looking at figure [7](#org6374ca8), we see that neglecting the residual mode in the modelling amounts to translating the FRF diagram vertically. That produces a shift in the location of the transmission zeros to the right. By looking at figure [7](#orgd4f4723), we see that neglecting the residual mode in the modelling amounts to translating the FRF diagram vertically. That produces a shift in the location of the transmission zeros to the right.
<a id="org8cc5426"></a> <a id="org0dd5dad"></a>
{{< figure src="/ox-hugo/preumont18_alternating_p_z.png" caption="Figure 9: Bode plot of a lighly damped structure with collocated actuator and sensor" >}} {{< figure src="/ox-hugo/preumont18_alternating_p_z.png" caption="Figure 9: Bode plot of a lighly damped structure with collocated actuator and sensor" >}}
@ -486,7 +486,7 @@ The open-loop transfer function of a lighly damped structure with a collocated a
G(s) = G\_0 \frac{\Pi\_i(s^2/z\_i^2 + 2 \xi\_i s/z\_i + 1)}{\Pi\_j(s^2/\omega\_j^2 + 2 \xi\_j s /\omega\_j + 1)} G(s) = G\_0 \frac{\Pi\_i(s^2/z\_i^2 + 2 \xi\_i s/z\_i + 1)}{\Pi\_j(s^2/\omega\_j^2 + 2 \xi\_j s /\omega\_j + 1)}
\end{equation} \end{equation}
The corresponding Bode plot is represented in figure [9](#org8cc5426). Every imaginary pole at \\(\pm j\omega\_i\\) introduces a \\(\SI{180}{\degree}\\) phase lag and every imaginary zero at \\(\pm jz\_i\\) introduces a phase lead of \\(\SI{180}{\degree}\\). The corresponding Bode plot is represented in figure [9](#org0dd5dad). Every imaginary pole at \\(\pm j\omega\_i\\) introduces a \\(\SI{180}{\degree}\\) phase lag and every imaginary zero at \\(\pm jz\_i\\) introduces a phase lead of \\(\SI{180}{\degree}\\).
In this way, the phase diagram is always contained between \\(\SI{0}{\degree}\\) and \\(\SI{-180}{\degree}\\) as a consequence of the interlacing property. In this way, the phase diagram is always contained between \\(\SI{0}{\degree}\\) and \\(\SI{-180}{\degree}\\) as a consequence of the interlacing property.
@ -508,12 +508,12 @@ Two broad categories of actuators can be distinguish:
A voice coil transducer is an energy transformer which converts electrical power into mechanical power and vice versa. A voice coil transducer is an energy transformer which converts electrical power into mechanical power and vice versa.
The system consists of (see figure [10](#orga882e0c)): The system consists of (see figure [10](#org576a7f9)):
- A permanent magnet which produces a uniform flux density \\(B\\) normal to the gap - A permanent magnet which produces a uniform flux density \\(B\\) normal to the gap
- A coil which is free to move axially - A coil which is free to move axially
<a id="orga882e0c"></a> <a id="org576a7f9"></a>
{{< figure src="/ox-hugo/preumont18_voice_coil_schematic.png" caption="Figure 10: Physical principle of a voice coil transducer" >}} {{< figure src="/ox-hugo/preumont18_voice_coil_schematic.png" caption="Figure 10: Physical principle of a voice coil transducer" >}}
@ -551,9 +551,9 @@ Thus, at any time, there is an equilibrium between the electrical power absorbed
#### Proof-Mass Actuator {#proof-mass-actuator} #### Proof-Mass Actuator {#proof-mass-actuator}
A reaction mass \\(m\\) is conected to the support structure by a spring \\(k\\) , and damper \\(c\\) and a force actuator \\(f = T i\\) (figure [11](#orgd7b8271)). A reaction mass \\(m\\) is conected to the support structure by a spring \\(k\\) , and damper \\(c\\) and a force actuator \\(f = T i\\) (figure [11](#orge7047bc)).
<a id="orgd7b8271"></a> <a id="orge7047bc"></a>
{{< figure src="/ox-hugo/preumont18_proof_mass_actuator.png" caption="Figure 11: Proof-mass actuator" >}} {{< figure src="/ox-hugo/preumont18_proof_mass_actuator.png" caption="Figure 11: Proof-mass actuator" >}}
@ -583,9 +583,9 @@ with:
</div> </div>
Above some critical frequency \\(\omega\_c \approx 2\omega\_p\\), **the proof-mass actuator can be regarded as an ideal force generator** (figure [12](#orgc8992eb)). Above some critical frequency \\(\omega\_c \approx 2\omega\_p\\), **the proof-mass actuator can be regarded as an ideal force generator** (figure [12](#orgf19efd8)).
<a id="orgc8992eb"></a> <a id="orgf19efd8"></a>
{{< figure src="/ox-hugo/preumont18_proof_mass_tf.png" caption="Figure 12: Bode plot \\(F/i\\) of the proof-mass actuator" >}} {{< figure src="/ox-hugo/preumont18_proof_mass_tf.png" caption="Figure 12: Bode plot \\(F/i\\) of the proof-mass actuator" >}}
@ -610,7 +610,7 @@ By using the two equations, we obtain:
Above the corner frequency, the gain of the geophone is equal to the transducer constant \\(T\\). Above the corner frequency, the gain of the geophone is equal to the transducer constant \\(T\\).
<a id="org2a6e175"></a> <a id="org3d1f388"></a>
{{< figure src="/ox-hugo/preumont18_geophone.png" caption="Figure 13: Model of a geophone based on a voice coil transducer" >}} {{< figure src="/ox-hugo/preumont18_geophone.png" caption="Figure 13: Model of a geophone based on a voice coil transducer" >}}
@ -619,9 +619,9 @@ Designing geophones with very low corner frequency is in general difficult. Acti
### General Electromechanical Transducer {#general-electromechanical-transducer} ### General Electromechanical Transducer {#general-electromechanical-transducer}
The consitutive behavior of a wide class of electromechanical transducers can be modelled as in figure [14](#org12ba88f). The consitutive behavior of a wide class of electromechanical transducers can be modelled as in figure [14](#org6266d1c).
<a id="org12ba88f"></a> <a id="org6266d1c"></a>
{{< figure src="/ox-hugo/preumont18_electro_mechanical_transducer.png" caption="Figure 14: Electrical analog representation of an electromechanical transducer" >}} {{< figure src="/ox-hugo/preumont18_electro_mechanical_transducer.png" caption="Figure 14: Electrical analog representation of an electromechanical transducer" >}}
@ -646,7 +646,7 @@ With:
Equation \eqref{eq:gen_trans_e} shows that the voltage across the electrical terminals of any electromechanical transducer is the sum of a contribution proportional to the current applied and a contribution proportional to the velocity of the mechanical terminals. Equation \eqref{eq:gen_trans_e} shows that the voltage across the electrical terminals of any electromechanical transducer is the sum of a contribution proportional to the current applied and a contribution proportional to the velocity of the mechanical terminals.
Thus, if \\(Z\_ei\\) can be measured and substracted from \\(e\\), a signal proportional to the velocity is obtained. Thus, if \\(Z\_ei\\) can be measured and substracted from \\(e\\), a signal proportional to the velocity is obtained.
To do so, the bridge circuit as shown on figure [15](#orgdf63f4a) can be used. To do so, the bridge circuit as shown on figure [15](#org37d6035) can be used.
We can show that We can show that
@ -656,7 +656,7 @@ We can show that
which is indeed a linear function of the velocity \\(v\\) at the mechanical terminals. which is indeed a linear function of the velocity \\(v\\) at the mechanical terminals.
<a id="orgdf63f4a"></a> <a id="org37d6035"></a>
{{< figure src="/ox-hugo/preumont18_bridge_circuit.png" caption="Figure 15: Bridge circuit for self-sensing actuation" >}} {{< figure src="/ox-hugo/preumont18_bridge_circuit.png" caption="Figure 15: Bridge circuit for self-sensing actuation" >}}
@ -664,9 +664,9 @@ which is indeed a linear function of the velocity \\(v\\) at the mechanical term
### Smart Materials {#smart-materials} ### Smart Materials {#smart-materials}
Smart materials have the ability to respond significantly to stimuli of different physical nature. Smart materials have the ability to respond significantly to stimuli of different physical nature.
Figure [16](#orgc0d19b7) lists various effects that are observed in materials in response to various inputs. Figure [16](#org4f66ebd) lists various effects that are observed in materials in response to various inputs.
<a id="orgc0d19b7"></a> <a id="org4f66ebd"></a>
{{< figure src="/ox-hugo/preumont18_smart_materials.png" caption="Figure 16: Stimulus response relations indicating various effects in materials. The smart materials corresponds to the non-diagonal cells" >}} {{< figure src="/ox-hugo/preumont18_smart_materials.png" caption="Figure 16: Stimulus response relations indicating various effects in materials. The smart materials corresponds to the non-diagonal cells" >}}
@ -761,7 +761,7 @@ It measures the efficiency of the conversion of the mechanical energy into elect
</div> </div>
If one assumes that all the electrical and mechanical quantities are uniformly distributed in a linear transducer formed by a **stack** (see figure [17](#orgc13be77)) of \\(n\\) disks of thickness \\(t\\) and cross section \\(A\\), the global constitutive equations of the transducer are obtained by integrating \eqref{eq:piezo_eq_matrix_bis} over the volume of the transducer: If one assumes that all the electrical and mechanical quantities are uniformly distributed in a linear transducer formed by a **stack** (see figure [17](#org9f89282)) of \\(n\\) disks of thickness \\(t\\) and cross section \\(A\\), the global constitutive equations of the transducer are obtained by integrating \eqref{eq:piezo_eq_matrix_bis} over the volume of the transducer:
\begin{equation} \begin{equation}
\begin{bmatrix}Q\\\Delta\end{bmatrix} \begin{bmatrix}Q\\\Delta\end{bmatrix}
@ -782,7 +782,7 @@ where
- \\(C = \epsilon^T A n^2/l\\) is the capacitance of the transducer with no external load (\\(f = 0\\)) - \\(C = \epsilon^T A n^2/l\\) is the capacitance of the transducer with no external load (\\(f = 0\\))
- \\(K\_a = A/s^El\\) is the stiffness with short-circuited electrodes (\\(V = 0\\)) - \\(K\_a = A/s^El\\) is the stiffness with short-circuited electrodes (\\(V = 0\\))
<a id="orgc13be77"></a> <a id="org9f89282"></a>
{{< figure src="/ox-hugo/preumont18_piezo_stack.png" caption="Figure 17: Piezoelectric linear transducer" >}} {{< figure src="/ox-hugo/preumont18_piezo_stack.png" caption="Figure 17: Piezoelectric linear transducer" >}}
@ -802,7 +802,7 @@ Equation \eqref{eq:piezo_stack_eq} can be inverted to obtain
#### Energy Stored in the Piezoelectric Transducer {#energy-stored-in-the-piezoelectric-transducer} #### Energy Stored in the Piezoelectric Transducer {#energy-stored-in-the-piezoelectric-transducer}
Let us write the total stored electromechanical energy of a discrete piezoelectric transducer as shown on figure [18](#org24eee83). Let us write the total stored electromechanical energy of a discrete piezoelectric transducer as shown on figure [18](#org1d36e1c).
The total power delivered to the transducer is the sum of electric power \\(V i\\) and the mechanical power \\(f \dot{\Delta}\\). The net work of the transducer is The total power delivered to the transducer is the sum of electric power \\(V i\\) and the mechanical power \\(f \dot{\Delta}\\). The net work of the transducer is
@ -810,7 +810,7 @@ The total power delivered to the transducer is the sum of electric power \\(V i\
dW = V i dt + f \dot{\Delta} dt = V dQ + f d\Delta dW = V i dt + f \dot{\Delta} dt = V dQ + f d\Delta
\end{equation} \end{equation}
<a id="org24eee83"></a> <a id="org1d36e1c"></a>
{{< figure src="/ox-hugo/preumont18_piezo_discrete.png" caption="Figure 18: Discrete Piezoelectric Transducer" >}} {{< figure src="/ox-hugo/preumont18_piezo_discrete.png" caption="Figure 18: Discrete Piezoelectric Transducer" >}}
@ -844,10 +844,10 @@ The ratio between the remaining stored energy and the initial stored energy is
#### Admittance of the Piezoelectric Transducer {#admittance-of-the-piezoelectric-transducer} #### Admittance of the Piezoelectric Transducer {#admittance-of-the-piezoelectric-transducer}
Consider the system of figure [19](#org76e4915), where the piezoelectric transducer is assumed massless and is connected to a mass \\(M\\). Consider the system of figure [19](#org645378f), where the piezoelectric transducer is assumed massless and is connected to a mass \\(M\\).
The force acting on the mass is negative of that acting on the transducer, \\(f = -M \ddot{x}\\). The force acting on the mass is negative of that acting on the transducer, \\(f = -M \ddot{x}\\).
<a id="org76e4915"></a> <a id="org645378f"></a>
{{< figure src="/ox-hugo/preumont18_piezo_stack_admittance.png" caption="Figure 19: Elementary dynamical model of the piezoelectric transducer" >}} {{< figure src="/ox-hugo/preumont18_piezo_stack_admittance.png" caption="Figure 19: Elementary dynamical model of the piezoelectric transducer" >}}
@ -866,9 +866,9 @@ And one can see that
\frac{z^2 - p^2}{z^2} = k^2 \frac{z^2 - p^2}{z^2} = k^2
\end{equation} \end{equation}
Equation \eqref{eq:distance_p_z} constitutes a practical way to determine the electromechanical coupling factor from the poles and zeros of the admittance measurement (figure [20](#orgba7797e)). Equation \eqref{eq:distance_p_z} constitutes a practical way to determine the electromechanical coupling factor from the poles and zeros of the admittance measurement (figure [20](#org68045c5)).
<a id="orgba7797e"></a> <a id="org68045c5"></a>
{{< figure src="/ox-hugo/preumont18_piezo_admittance_curve.png" caption="Figure 20: Typical admittance FRF of the transducer" >}} {{< figure src="/ox-hugo/preumont18_piezo_admittance_curve.png" caption="Figure 20: Typical admittance FRF of the transducer" >}}
@ -1566,7 +1566,7 @@ Their design requires a model of the structure, and there is usually a trade-off
When collocated actuator/sensor pairs can be used, stability can be achieved using positivity concepts, but in many situations, collocated pairs are not feasible for HAC. When collocated actuator/sensor pairs can be used, stability can be achieved using positivity concepts, but in many situations, collocated pairs are not feasible for HAC.
The HAC/LAC approach consist of combining the two approached in a dual-loop control as shown in Figure [21](#org278a785). The HAC/LAC approach consist of combining the two approached in a dual-loop control as shown in Figure [21](#orgb182ef8).
The inner loop uses a set of collocated actuator/sensor pairs for decentralized active damping with guaranteed stability ; the outer loop consists of a non-collocated HAC based on a model of the actively damped structure. The inner loop uses a set of collocated actuator/sensor pairs for decentralized active damping with guaranteed stability ; the outer loop consists of a non-collocated HAC based on a model of the actively damped structure.
This approach has the following advantages: This approach has the following advantages:
@ -1574,7 +1574,7 @@ This approach has the following advantages:
- The active damping makes it easier to gain-stabilize the modes outside the bandwidth of the output loop (improved gain margin) - The active damping makes it easier to gain-stabilize the modes outside the bandwidth of the output loop (improved gain margin)
- The larger damping of the modes within the controller bandwidth makes them more robust to the parmetric uncertainty (improved phase margin) - The larger damping of the modes within the controller bandwidth makes them more robust to the parmetric uncertainty (improved phase margin)
<a id="org278a785"></a> <a id="orgb182ef8"></a>
{{< figure src="/ox-hugo/preumont18_hac_lac_control.png" caption="Figure 21: Principle of the dual-loop HAC/LAC control" >}} {{< figure src="/ox-hugo/preumont18_hac_lac_control.png" caption="Figure 21: Principle of the dual-loop HAC/LAC control" >}}
@ -1815,5 +1815,7 @@ This approach has the following advantages:
### Problems {#problems} ### Problems {#problems}
# Bibliography
<a id="preumont18_vibrat_contr_activ_struc_fourt_edition"></a>Preumont, A., *Vibration control of active structures - fourth edition* (2018), : Springer International Publishing. [](#454500a3af67ef66a7a754d1f2e1bd4a) ## Bibliography {#bibliography}
<a id="org09bc150"></a>Preumont, Andre. 2018. _Vibration Control of Active Structures - Fourth Edition_. Solid Mechanics and Its Applications. Springer International Publishing. <https://doi.org/10.1007/978-3-319-72296-2>.

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@ -8,7 +8,7 @@ Tags
: [Reference Books]({{< relref "reference_books" >}}), [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}}) : [Reference Books]({{< relref "reference_books" >}}), [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}})
Reference Reference
: <sup id="37468bbe5988cc7f4878fcd664d9cb7f"><a href="#schmidt14_desig_high_perfor_mechat_revis_edition" title="Schmidt, Schitter \&amp; Rankers, The Design of High Performance Mechatronics - 2nd Revised Edition, Ios Press (2014).">(Schmidt {\it et al.}, 2014)</a></sup> : ([Schmidt, Schitter, and Rankers 2014](#org0e91961))
Author(s) Author(s)
: Schmidt, R. M., Schitter, G., & Rankers, A. : Schmidt, R. M., Schitter, G., & Rankers, A.
@ -29,7 +29,7 @@ Section 2.2.2 Force and Motion
> One should however be aware that another non-destructive source of non-linearity is found in a tried important field of mechanics, called _kinematics_. > One should however be aware that another non-destructive source of non-linearity is found in a tried important field of mechanics, called _kinematics_.
> The relation between angles and positions is often non-linear in such a mechanism, because of the changing angles, and controlling these often requires special precautions to overcome the inherent non-linearities by linearisation around actual position and adapting the optimal settings of the controller to each position. > The relation between angles and positions is often non-linear in such a mechanism, because of the changing angles, and controlling these often requires special precautions to overcome the inherent non-linearities by linearisation around actual position and adapting the optimal settings of the controller to each position.
<a id="org8d0a076"></a> <a id="orgecdebdf"></a>
{{< figure src="/ox-hugo/schmidt14_high_low_freq_regions.png" caption="Figure 1: Stabiliby condition and robustness of a feedback controlled system. The desired shape of these curves guide the control design by optimising the lvels and sloppes of the amplitude Bode-plot at low and high frequencies for suppression of the disturbances and of the base Bode-plot in the cross-over frequency region. This is called **loop shaping design**" >}} {{< figure src="/ox-hugo/schmidt14_high_low_freq_regions.png" caption="Figure 1: Stabiliby condition and robustness of a feedback controlled system. The desired shape of these curves guide the control design by optimising the lvels and sloppes of the amplitude Bode-plot at low and high frequencies for suppression of the disturbances and of the base Bode-plot in the cross-over frequency region. This is called **loop shaping design**" >}}
@ -41,5 +41,7 @@ Section 9.3: Mass Dilemma
> A reduced mass requires improved system dynamics that enable a higher control bandwidth to compensate for the increase sensitivity for external vibrations. > A reduced mass requires improved system dynamics that enable a higher control bandwidth to compensate for the increase sensitivity for external vibrations.
# Bibliography
<a id="schmidt14_desig_high_perfor_mechat_revis_edition"></a>Schmidt, R. M., Schitter, G., & Rankers, A., *The design of high performance mechatronics - 2nd revised edition* (2014), : Ios Press. [](#37468bbe5988cc7f4878fcd664d9cb7f) ## Bibliography {#bibliography}
<a id="org0e91961"></a>Schmidt, R Munnig, Georg Schitter, and Adrian Rankers. 2014. _The Design of High Performance Mechatronics - 2nd Revised Edition_. Ios Press.

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@ -8,7 +8,7 @@ Tags
: [Reference Books]({{< relref "reference_books" >}}), [Multivariable Control]({{< relref "multivariable_control" >}}) : [Reference Books]({{< relref "reference_books" >}}), [Multivariable Control]({{< relref "multivariable_control" >}})
Reference Reference
: <sup id="ad6f62e369b7a8d31c21671886adec1f"><a href="#skogestad07_multiv_feedb_contr" title="Skogestad \&amp; Postlethwaite, Multivariable Feedback Control: Analysis and Design, John Wiley (2007).">(Skogestad \& Postlethwaite, 2007)</a></sup> : ([Skogestad and Postlethwaite 2007](#org00db4bb))
Author(s) Author(s)
: Skogestad, S., & Postlethwaite, I. : Skogestad, S., & Postlethwaite, I.
@ -16,54 +16,10 @@ Author(s)
Year Year
: 2007 : 2007
<div style="display: none"> \(
% H Infini
\newcommand{\hinf}{\mathcal{H}_\infty}
% H 2
\newcommand{\htwo}{\mathcal{H}_2}
% Omega
\newcommand{\w}{\omega}
% H-Infinity Norm
\newcommand{\hnorm}[1]{\left\|#1\right\|_{\infty}}
% H-2 Norm
\newcommand{\normtwo}[1]{\left\|#1\right\|_{2}}
% Norm
\newcommand{\norm}[1]{\left\|#1\right\|}
% Absolute value
\newcommand{\abs}[1]{\left\lvert#1\right\lvert}
% Maximum for all omega
\newcommand{\maxw}{\text{max}_{\omega}}
% Maximum singular value
\newcommand{\maxsv}{\overline{\sigma}}
% Minimum singular value
\newcommand{\minsv}{\underline{\sigma}}
% Under bar
\newcommand{\ubar}[1]{\text{\b{$#1$}}}
% Diag keyword
\newcommand{\diag}[1]{\text{diag}\{{#1}\}}
% Vector
\newcommand{\colvec}[1]{\begin{bmatrix}#1\end{bmatrix}}
\)</div>
<div style="display: none"> \(
\newcommand{\tcmbox}[1]{\boxed{#1}}
% Simulate SIunitx
\newcommand{\SI}[2]{#1\,#2}
\newcommand{\ang}[1]{#1^{\circ}}
\newcommand{\degree}{^{\circ}}
\newcommand{\radian}{\text{rad}}
\newcommand{\percent}{\%}
\newcommand{\decibel}{\text{dB}}
\newcommand{\per}{/}
% Bug with subequations
\newcommand{\eatLabel}[2]{}
\newenvironment{subequations}{\eatLabel}{}
\)</div>
## Introduction {#introduction} ## Introduction {#introduction}
<a id="org5d595bf"></a> <a id="orgaf5a4b4"></a>
### The Process of Control System Design {#the-process-of-control-system-design} ### The Process of Control System Design {#the-process-of-control-system-design}
@ -234,7 +190,7 @@ Notations used throughout this note are summarized in tables&nbsp;[table:notatio
## Classical Feedback Control {#classical-feedback-control} ## Classical Feedback Control {#classical-feedback-control}
<a id="orgeb70e42"></a> <a id="orgbc8f11d"></a>
### Frequency Response {#frequency-response} ### Frequency Response {#frequency-response}
@ -283,7 +239,7 @@ Thus, the input to the plant is \\(u = K(s) (r-y-n)\\).
The objective of control is to manipulate \\(u\\) (design \\(K\\)) such that the control error \\(e\\) remains small in spite of disturbances \\(d\\). The objective of control is to manipulate \\(u\\) (design \\(K\\)) such that the control error \\(e\\) remains small in spite of disturbances \\(d\\).
The control error is defined as \\(e = y-r\\). The control error is defined as \\(e = y-r\\).
<a id="orgf5eda9f"></a> <a id="org9fcf13c"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_alt.png" caption="Figure 1: Configuration for one degree-of-freedom control" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_alt.png" caption="Figure 1: Configuration for one degree-of-freedom control" >}}
@ -595,7 +551,7 @@ We cannot achieve both of these simultaneously with a single feedback controller
The solution is to use a **two degrees of freedom controller** where the reference signal \\(r\\) and output measurement \\(y\_m\\) are independently treated by the controller (Fig.&nbsp;[fig:classical_feedback_2dof_alt](#fig:classical_feedback_2dof_alt)), rather than operating on their difference \\(r - y\_m\\). The solution is to use a **two degrees of freedom controller** where the reference signal \\(r\\) and output measurement \\(y\_m\\) are independently treated by the controller (Fig.&nbsp;[fig:classical_feedback_2dof_alt](#fig:classical_feedback_2dof_alt)), rather than operating on their difference \\(r - y\_m\\).
<a id="orgb16dfc9"></a> <a id="org79ca618"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_2dof_alt.png" caption="Figure 2: 2 degrees-of-freedom control architecture" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_2dof_alt.png" caption="Figure 2: 2 degrees-of-freedom control architecture" >}}
@ -604,7 +560,7 @@ The controller can be slit into two separate blocks (Fig.&nbsp;[fig:classical_fe
- the **feedback controller** \\(K\_y\\) that is used to **reduce the effect of uncertainty** (disturbances and model errors) - the **feedback controller** \\(K\_y\\) that is used to **reduce the effect of uncertainty** (disturbances and model errors)
- the **prefilter** \\(K\_r\\) that **shapes the commands** \\(r\\) to improve tracking performance - the **prefilter** \\(K\_r\\) that **shapes the commands** \\(r\\) to improve tracking performance
<a id="org66943f1"></a> <a id="org3358db1"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_sep.png" caption="Figure 3: 2 degrees-of-freedom control architecture with two separate blocs" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_sep.png" caption="Figure 3: 2 degrees-of-freedom control architecture with two separate blocs" >}}
@ -673,7 +629,7 @@ With (see Fig.&nbsp;[fig:performance_weigth](#fig:performance_weigth)):
</div> </div>
<a id="orgac866a9"></a> <a id="orga576ede"></a>
{{< figure src="/ox-hugo/skogestad07_weight_first_order.png" caption="Figure 4: Inverse of performance weight" >}} {{< figure src="/ox-hugo/skogestad07_weight_first_order.png" caption="Figure 4: Inverse of performance weight" >}}
@ -697,7 +653,7 @@ After selecting the form of \\(N\\) and the weights, the \\(\hinf\\) optimal con
## Introduction to Multivariable Control {#introduction-to-multivariable-control} ## Introduction to Multivariable Control {#introduction-to-multivariable-control}
<a id="org62230ab"></a> <a id="org7f77834"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -740,7 +696,7 @@ For negative feedback system (Fig.&nbsp;[fig:classical_feedback_bis](#fig:classi
- \\(S \triangleq (I + L)^{-1}\\) is the transfer function from \\(d\_1\\) to \\(y\\) - \\(S \triangleq (I + L)^{-1}\\) is the transfer function from \\(d\_1\\) to \\(y\\)
- \\(T \triangleq L(I + L)^{-1}\\) is the transfer function from \\(r\\) to \\(y\\) - \\(T \triangleq L(I + L)^{-1}\\) is the transfer function from \\(r\\) to \\(y\\)
<a id="org409aae2"></a> <a id="org6f21891"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_bis.png" caption="Figure 5: Conventional negative feedback control system" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_bis.png" caption="Figure 5: Conventional negative feedback control system" >}}
@ -1055,7 +1011,7 @@ The **structured singular value** \\(\mu\\) is a tool for analyzing the effects
The general control problem formulation is represented in Fig.&nbsp;[fig:general_control_names](#fig:general_control_names). The general control problem formulation is represented in Fig.&nbsp;[fig:general_control_names](#fig:general_control_names).
<a id="orgfca0967"></a> <a id="orgd11cc5b"></a>
{{< figure src="/ox-hugo/skogestad07_general_control_names.png" caption="Figure 6: General control configuration" >}} {{< figure src="/ox-hugo/skogestad07_general_control_names.png" caption="Figure 6: General control configuration" >}}
@ -1085,7 +1041,7 @@ We consider:
- The weighted or normalized exogenous inputs \\(w\\) (where \\(\tilde{w} = W\_w w\\) consists of the "physical" signals entering the system) - The weighted or normalized exogenous inputs \\(w\\) (where \\(\tilde{w} = W\_w w\\) consists of the "physical" signals entering the system)
- The weighted or normalized controlled outputs \\(z = W\_z \tilde{z}\\) (where \\(\tilde{z}\\) often consists of the control error \\(y-r\\) and the manipulated input \\(u\\)) - The weighted or normalized controlled outputs \\(z = W\_z \tilde{z}\\) (where \\(\tilde{z}\\) often consists of the control error \\(y-r\\) and the manipulated input \\(u\\))
<a id="orgea1a525"></a> <a id="org0b2c44e"></a>
{{< figure src="/ox-hugo/skogestad07_general_plant_weights.png" caption="Figure 7: General Weighted Plant" >}} {{< figure src="/ox-hugo/skogestad07_general_plant_weights.png" caption="Figure 7: General Weighted Plant" >}}
@ -1128,7 +1084,7 @@ where \\(F\_l(P, K)\\) denotes a **lower linear fractional transformation** (LFT
The general control configuration may be extended to include model uncertainty as shown in Fig.&nbsp;[fig:general_config_model_uncertainty](#fig:general_config_model_uncertainty). The general control configuration may be extended to include model uncertainty as shown in Fig.&nbsp;[fig:general_config_model_uncertainty](#fig:general_config_model_uncertainty).
<a id="org9ebb3a4"></a> <a id="org86807ea"></a>
{{< figure src="/ox-hugo/skogestad07_general_control_Mdelta.png" caption="Figure 8: General control configuration for the case with model uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_general_control_Mdelta.png" caption="Figure 8: General control configuration for the case with model uncertainty" >}}
@ -1156,7 +1112,7 @@ MIMO systems are often **more sensitive to uncertainty** than SISO systems.
## Elements of Linear System Theory {#elements-of-linear-system-theory} ## Elements of Linear System Theory {#elements-of-linear-system-theory}
<a id="org0d33f26"></a> <a id="orgacbe240"></a>
### System Descriptions {#system-descriptions} ### System Descriptions {#system-descriptions}
@ -1442,7 +1398,7 @@ RHP-zeros therefore imply high gain instability.
### Internal Stability of Feedback Systems {#internal-stability-of-feedback-systems} ### Internal Stability of Feedback Systems {#internal-stability-of-feedback-systems}
<a id="org3b4a8f6"></a> <a id="org0335d9f"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_stability.png" caption="Figure 9: Block diagram used to check internal stability" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_stability.png" caption="Figure 9: Block diagram used to check internal stability" >}}
@ -1589,7 +1545,7 @@ It may be shown that the Hankel norm is equal to \\(\left\\|G(s)\right\\|\_H = \
## Limitations on Performance in SISO Systems {#limitations-on-performance-in-siso-systems} ## Limitations on Performance in SISO Systems {#limitations-on-performance-in-siso-systems}
<a id="orgaa2db6e"></a> <a id="org3c4e541"></a>
### Input-Output Controllability {#input-output-controllability} ### Input-Output Controllability {#input-output-controllability}
@ -1981,7 +1937,7 @@ Uncertainty in the crossover frequency region can result in poor performance and
### Summary: Controllability Analysis with Feedback Control {#summary-controllability-analysis-with-feedback-control} ### Summary: Controllability Analysis with Feedback Control {#summary-controllability-analysis-with-feedback-control}
<a id="org19dc4dc"></a> <a id="org861d71a"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_meas.png" caption="Figure 10: Feedback control system" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_meas.png" caption="Figure 10: Feedback control system" >}}
@ -2010,7 +1966,7 @@ In summary:
Sometimes, the disturbances are so large that we hit input saturation or the required bandwidth is not achievable. To avoid the latter problem, we must at least require that the effect of the disturbance is less than \\(1\\) at frequencies beyond the bandwidth: Sometimes, the disturbances are so large that we hit input saturation or the required bandwidth is not achievable. To avoid the latter problem, we must at least require that the effect of the disturbance is less than \\(1\\) at frequencies beyond the bandwidth:
\\[ \abs{G\_d(j\w)} < 1 \quad \forall \w \geq \w\_c \\] \\[ \abs{G\_d(j\w)} < 1 \quad \forall \w \geq \w\_c \\]
<a id="orgbee9012"></a> <a id="orgfd48ae4"></a>
{{< figure src="/ox-hugo/skogestad07_margin_requirements.png" caption="Figure 11: Illustration of controllability requirements" >}} {{< figure src="/ox-hugo/skogestad07_margin_requirements.png" caption="Figure 11: Illustration of controllability requirements" >}}
@ -2032,7 +1988,7 @@ The rules may be used to **determine whether or not a given plant is controllabl
## Limitations on Performance in MIMO Systems {#limitations-on-performance-in-mimo-systems} ## Limitations on Performance in MIMO Systems {#limitations-on-performance-in-mimo-systems}
<a id="org5b47882"></a> <a id="org605a8b7"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -2343,7 +2299,7 @@ We here focus on input and output uncertainty.
In multiplicative form, the input and output uncertainties are given by (see Fig.&nbsp;[fig:input_output_uncertainty](#fig:input_output_uncertainty)): In multiplicative form, the input and output uncertainties are given by (see Fig.&nbsp;[fig:input_output_uncertainty](#fig:input_output_uncertainty)):
\\[ G^\prime = (I + E\_O) G (I + E\_I) \\] \\[ G^\prime = (I + E\_O) G (I + E\_I) \\]
<a id="orgc33ff63"></a> <a id="org8fd0d19"></a>
{{< figure src="/ox-hugo/skogestad07_input_output_uncertainty.png" caption="Figure 12: Plant with multiplicative input and output uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_input_output_uncertainty.png" caption="Figure 12: Plant with multiplicative input and output uncertainty" >}}
@ -2479,7 +2435,7 @@ However, the situation is usually the opposite with model uncertainty because fo
## Uncertainty and Robustness for SISO Systems {#uncertainty-and-robustness-for-siso-systems} ## Uncertainty and Robustness for SISO Systems {#uncertainty-and-robustness-for-siso-systems}
<a id="org395bba3"></a> <a id="org6c842e5"></a>
### Introduction to Robustness {#introduction-to-robustness} ### Introduction to Robustness {#introduction-to-robustness}
@ -2553,7 +2509,7 @@ which may be represented by the diagram in Fig.&nbsp;[fig:input_uncertainty_set]
</div> </div>
<a id="orga0f232e"></a> <a id="org25730d1"></a>
{{< figure src="/ox-hugo/skogestad07_input_uncertainty_set.png" caption="Figure 13: Plant with multiplicative uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_input_uncertainty_set.png" caption="Figure 13: Plant with multiplicative uncertainty" >}}
@ -2607,7 +2563,7 @@ To illustrate how parametric uncertainty translate into frequency domain uncerta
In general, these uncertain regions have complicated shapes and complex mathematical descriptions In general, these uncertain regions have complicated shapes and complex mathematical descriptions
- **Step 2**. We therefore approximate such complex regions as discs, resulting in a **complex additive uncertainty description** - **Step 2**. We therefore approximate such complex regions as discs, resulting in a **complex additive uncertainty description**
<a id="org87a3682"></a> <a id="orge1a99b3"></a>
{{< figure src="/ox-hugo/skogestad07_uncertainty_region.png" caption="Figure 14: Uncertainty regions of the Nyquist plot at given frequencies" >}} {{< figure src="/ox-hugo/skogestad07_uncertainty_region.png" caption="Figure 14: Uncertainty regions of the Nyquist plot at given frequencies" >}}
@ -2630,7 +2586,7 @@ At each frequency, all possible \\(\Delta(j\w)\\) "generates" a disc-shaped regi
</div> </div>
<a id="org5bedb67"></a> <a id="org9ae8b1b"></a>
{{< figure src="/ox-hugo/skogestad07_uncertainty_disc_generated.png" caption="Figure 15: Disc-shaped uncertainty regions generated by complex additive uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_uncertainty_disc_generated.png" caption="Figure 15: Disc-shaped uncertainty regions generated by complex additive uncertainty" >}}
@ -2687,7 +2643,7 @@ To derive \\(w\_I(s)\\), we then try to find a simple weight so that \\(\abs{w\_
</div> </div>
<a id="org5399ef5"></a> <a id="orgd88cf0a"></a>
{{< figure src="/ox-hugo/skogestad07_uncertainty_weight.png" caption="Figure 16: Relative error for 27 combinations of \\(k,\ \tau\\) and \\(\theta\\). Solid and dashed lines: two weights \\(\abs{w\_I}\\)" >}} {{< figure src="/ox-hugo/skogestad07_uncertainty_weight.png" caption="Figure 16: Relative error for 27 combinations of \\(k,\ \tau\\) and \\(\theta\\). Solid and dashed lines: two weights \\(\abs{w\_I}\\)" >}}
@ -2726,7 +2682,7 @@ The magnitude of the relative uncertainty caused by neglecting the dynamics in \
Let \\(f(s) = e^{-\theta\_p s}\\), where \\(0 \le \theta\_p \le \theta\_{\text{max}}\\). We want to represent \\(G\_p(s) = G\_0(s)e^{-\theta\_p s}\\) by a delay-free plant \\(G\_0(s)\\) and multiplicative uncertainty. Let first consider the maximum delay, for which the relative error \\(\abs{1 - e^{-j \w \theta\_{\text{max}}}}\\) is shown as a function of frequency (Fig.&nbsp;[fig:neglected_time_delay](#fig:neglected_time_delay)). If we consider all \\(\theta \in [0, \theta\_{\text{max}}]\\) then: Let \\(f(s) = e^{-\theta\_p s}\\), where \\(0 \le \theta\_p \le \theta\_{\text{max}}\\). We want to represent \\(G\_p(s) = G\_0(s)e^{-\theta\_p s}\\) by a delay-free plant \\(G\_0(s)\\) and multiplicative uncertainty. Let first consider the maximum delay, for which the relative error \\(\abs{1 - e^{-j \w \theta\_{\text{max}}}}\\) is shown as a function of frequency (Fig.&nbsp;[fig:neglected_time_delay](#fig:neglected_time_delay)). If we consider all \\(\theta \in [0, \theta\_{\text{max}}]\\) then:
\\[ l\_I(\w) = \begin{cases} \abs{1 - e^{-j\w\theta\_{\text{max}}}} & \w < \pi/\theta\_{\text{max}} \\ 2 & \w \ge \pi/\theta\_{\text{max}} \end{cases} \\] \\[ l\_I(\w) = \begin{cases} \abs{1 - e^{-j\w\theta\_{\text{max}}}} & \w < \pi/\theta\_{\text{max}} \\ 2 & \w \ge \pi/\theta\_{\text{max}} \end{cases} \\]
<a id="org3b8e0bc"></a> <a id="org9846c8e"></a>
{{< figure src="/ox-hugo/skogestad07_neglected_time_delay.png" caption="Figure 17: Neglected time delay" >}} {{< figure src="/ox-hugo/skogestad07_neglected_time_delay.png" caption="Figure 17: Neglected time delay" >}}
@ -2736,7 +2692,7 @@ Let \\(f(s) = e^{-\theta\_p s}\\), where \\(0 \le \theta\_p \le \theta\_{\text{m
Let \\(f(s) = 1/(\tau\_p s + 1)\\), where \\(0 \le \tau\_p \le \tau\_{\text{max}}\\). In this case the resulting \\(l\_I(\w)\\) (Fig.&nbsp;[fig:neglected_first_order_lag](#fig:neglected_first_order_lag)) can be represented by a rational transfer function with \\(\abs{w\_I(j\w)} = l\_I(\w)\\) where Let \\(f(s) = 1/(\tau\_p s + 1)\\), where \\(0 \le \tau\_p \le \tau\_{\text{max}}\\). In this case the resulting \\(l\_I(\w)\\) (Fig.&nbsp;[fig:neglected_first_order_lag](#fig:neglected_first_order_lag)) can be represented by a rational transfer function with \\(\abs{w\_I(j\w)} = l\_I(\w)\\) where
\\[ w\_I(s) = \frac{\tau\_{\text{max}} s}{\tau\_{\text{max}} s + 1} \\] \\[ w\_I(s) = \frac{\tau\_{\text{max}} s}{\tau\_{\text{max}} s + 1} \\]
<a id="orgdce561a"></a> <a id="orgb080ee7"></a>
{{< figure src="/ox-hugo/skogestad07_neglected_first_order_lag.png" caption="Figure 18: Neglected first-order lag uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_neglected_first_order_lag.png" caption="Figure 18: Neglected first-order lag uncertainty" >}}
@ -2753,7 +2709,7 @@ However, as shown in Fig.&nbsp;[fig:lag_delay_uncertainty](#fig:lag_delay_uncert
It is suggested to start with the simple weight and then if needed, to try the higher order weight. It is suggested to start with the simple weight and then if needed, to try the higher order weight.
<a id="org4320c38"></a> <a id="org1af9225"></a>
{{< figure src="/ox-hugo/skogestad07_lag_delay_uncertainty.png" caption="Figure 19: Multiplicative weight for gain and delay uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_lag_delay_uncertainty.png" caption="Figure 19: Multiplicative weight for gain and delay uncertainty" >}}
@ -2793,7 +2749,7 @@ We use the Nyquist stability condition to test for robust stability of the close
&\Longleftrightarrow \quad L\_p \ \text{should not encircle -1}, \ \forall L\_p &\Longleftrightarrow \quad L\_p \ \text{should not encircle -1}, \ \forall L\_p
\end{align\*} \end{align\*}
<a id="orgbd21fcf"></a> <a id="orgf9abfd4"></a>
{{< figure src="/ox-hugo/skogestad07_input_uncertainty_set_feedback.png" caption="Figure 20: Feedback system with multiplicative uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_input_uncertainty_set_feedback.png" caption="Figure 20: Feedback system with multiplicative uncertainty" >}}
@ -2809,7 +2765,7 @@ Encirclements are avoided if none of the discs cover \\(-1\\), and we get:
&\Leftrightarrow \quad \abs{w\_I T} < 1, \ \forall\w \\\\\\ &\Leftrightarrow \quad \abs{w\_I T} < 1, \ \forall\w \\\\\\
\end{align\*} \end{align\*}
<a id="org68e60a3"></a> <a id="org2c4f5f0"></a>
{{< figure src="/ox-hugo/skogestad07_nyquist_uncertainty.png" caption="Figure 21: Nyquist plot of \\(L\_p\\) for robust stability" >}} {{< figure src="/ox-hugo/skogestad07_nyquist_uncertainty.png" caption="Figure 21: Nyquist plot of \\(L\_p\\) for robust stability" >}}
@ -2847,7 +2803,7 @@ And we obtain the same condition as before.
We will derive a corresponding RS-condition for feedback system with inverse multiplicative uncertainty (Fig.&nbsp;[fig:inverse_uncertainty_set](#fig:inverse_uncertainty_set)) in which We will derive a corresponding RS-condition for feedback system with inverse multiplicative uncertainty (Fig.&nbsp;[fig:inverse_uncertainty_set](#fig:inverse_uncertainty_set)) in which
\\[ G\_p = G(1 + w\_{iI}(s) \Delta\_{iI})^{-1} \\] \\[ G\_p = G(1 + w\_{iI}(s) \Delta\_{iI})^{-1} \\]
<a id="orgaad840d"></a> <a id="org13352c3"></a>
{{< figure src="/ox-hugo/skogestad07_inverse_uncertainty_set.png" caption="Figure 22: Feedback system with inverse multiplicative uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_inverse_uncertainty_set.png" caption="Figure 22: Feedback system with inverse multiplicative uncertainty" >}}
@ -2899,7 +2855,7 @@ The condition for nominal performance when considering performance in terms of t
Now \\(\abs{1 + L}\\) represents at each frequency the distance of \\(L(j\omega)\\) from the point \\(-1\\) in the Nyquist plot, so \\(L(j\omega)\\) must be at least a distance of \\(\abs{w\_P(j\omega)}\\) from \\(-1\\). Now \\(\abs{1 + L}\\) represents at each frequency the distance of \\(L(j\omega)\\) from the point \\(-1\\) in the Nyquist plot, so \\(L(j\omega)\\) must be at least a distance of \\(\abs{w\_P(j\omega)}\\) from \\(-1\\).
This is illustrated graphically in Fig.&nbsp;[fig:nyquist_performance_condition](#fig:nyquist_performance_condition). This is illustrated graphically in Fig.&nbsp;[fig:nyquist_performance_condition](#fig:nyquist_performance_condition).
<a id="org2f13fac"></a> <a id="orga4e2acd"></a>
{{< figure src="/ox-hugo/skogestad07_nyquist_performance_condition.png" caption="Figure 23: Nyquist plot illustration of the nominal performance condition \\(\abs{w\_P} < \abs{1 + L}\\)" >}} {{< figure src="/ox-hugo/skogestad07_nyquist_performance_condition.png" caption="Figure 23: Nyquist plot illustration of the nominal performance condition \\(\abs{w\_P} < \abs{1 + L}\\)" >}}
@ -2924,7 +2880,7 @@ Let's consider the case of multiplicative uncertainty as shown on Fig.&nbsp;[fig
The robust performance corresponds to requiring \\(\abs{\hat{y}/d}<1\ \forall \Delta\_I\\) and the set of possible loop transfer functions is The robust performance corresponds to requiring \\(\abs{\hat{y}/d}<1\ \forall \Delta\_I\\) and the set of possible loop transfer functions is
\\[ L\_p = G\_p K = L (1 + w\_I \Delta\_I) = L + w\_I L \Delta\_I \\] \\[ L\_p = G\_p K = L (1 + w\_I \Delta\_I) = L + w\_I L \Delta\_I \\]
<a id="orgbf2f9c6"></a> <a id="org55ea3af"></a>
{{< figure src="/ox-hugo/skogestad07_input_uncertainty_set_feedback_weight_bis.png" caption="Figure 24: Diagram for robust performance with multiplicative uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_input_uncertainty_set_feedback_weight_bis.png" caption="Figure 24: Diagram for robust performance with multiplicative uncertainty" >}}
@ -3090,7 +3046,7 @@ with \\(\Phi(s) \triangleq (sI - A)^{-1}\\).
This is illustrated in the block diagram of Fig.&nbsp;[fig:uncertainty_state_a_matrix](#fig:uncertainty_state_a_matrix), which is in the form of an inverse additive perturbation. This is illustrated in the block diagram of Fig.&nbsp;[fig:uncertainty_state_a_matrix](#fig:uncertainty_state_a_matrix), which is in the form of an inverse additive perturbation.
<a id="orga439362"></a> <a id="orgde72718"></a>
{{< figure src="/ox-hugo/skogestad07_uncertainty_state_a_matrix.png" caption="Figure 25: Uncertainty in state space A-matrix" >}} {{< figure src="/ox-hugo/skogestad07_uncertainty_state_a_matrix.png" caption="Figure 25: Uncertainty in state space A-matrix" >}}
@ -3108,7 +3064,7 @@ We also derived a condition for robust performance with multiplicative uncertain
## Robust Stability and Performance Analysis {#robust-stability-and-performance-analysis} ## Robust Stability and Performance Analysis {#robust-stability-and-performance-analysis}
<a id="org630c4f9"></a> <a id="org4111b19"></a>
### General Control Configuration with Uncertainty {#general-control-configuration-with-uncertainty} ### General Control Configuration with Uncertainty {#general-control-configuration-with-uncertainty}
@ -3119,13 +3075,13 @@ where each \\(\Delta\_i\\) represents a **specific source of uncertainty**, e.g.
If we also pull out the controller \\(K\\), we get the generalized plant \\(P\\) as shown in Fig.&nbsp;[fig:general_control_delta](#fig:general_control_delta). This form is useful for controller synthesis. If we also pull out the controller \\(K\\), we get the generalized plant \\(P\\) as shown in Fig.&nbsp;[fig:general_control_delta](#fig:general_control_delta). This form is useful for controller synthesis.
<a id="orge8af5ee"></a> <a id="org6136179"></a>
{{< figure src="/ox-hugo/skogestad07_general_control_delta.png" caption="Figure 26: General control configuration used for controller synthesis" >}} {{< figure src="/ox-hugo/skogestad07_general_control_delta.png" caption="Figure 26: General control configuration used for controller synthesis" >}}
If the controller is given and we want to analyze the uncertain system, we use the \\(N\Delta\text{-structure}\\) in Fig.&nbsp;[fig:general_control_Ndelta](#fig:general_control_Ndelta). If the controller is given and we want to analyze the uncertain system, we use the \\(N\Delta\text{-structure}\\) in Fig.&nbsp;[fig:general_control_Ndelta](#fig:general_control_Ndelta).
<a id="orgad34338"></a> <a id="org05b9937"></a>
{{< figure src="/ox-hugo/skogestad07_general_control_Ndelta.png" caption="Figure 27: \\(N\Delta\text{-structure}\\) for robust performance analysis" >}} {{< figure src="/ox-hugo/skogestad07_general_control_Ndelta.png" caption="Figure 27: \\(N\Delta\text{-structure}\\) for robust performance analysis" >}}
@ -3145,7 +3101,7 @@ Similarly, the uncertain closed-loop transfer function from \\(w\\) to \\(z\\),
To analyze robust stability of \\(F\\), we can rearrange the system into the \\(M\Delta\text{-structure}\\) shown in Fig.&nbsp;[fig:general_control_Mdelta_bis](#fig:general_control_Mdelta_bis) where \\(M = N\_{11}\\) is the transfer function from the output to the input of the perturbations. To analyze robust stability of \\(F\\), we can rearrange the system into the \\(M\Delta\text{-structure}\\) shown in Fig.&nbsp;[fig:general_control_Mdelta_bis](#fig:general_control_Mdelta_bis) where \\(M = N\_{11}\\) is the transfer function from the output to the input of the perturbations.
<a id="org5ac3a4a"></a> <a id="org6b47063"></a>
{{< figure src="/ox-hugo/skogestad07_general_control_Mdelta_bis.png" caption="Figure 28: \\(M\Delta\text{-structure}\\) for robust stability analysis" >}} {{< figure src="/ox-hugo/skogestad07_general_control_Mdelta_bis.png" caption="Figure 28: \\(M\Delta\text{-structure}\\) for robust stability analysis" >}}
@ -3197,7 +3153,7 @@ Three common forms of **feedforward unstructured uncertainty** are shown Fig.&nb
| ![](/ox-hugo/skogestad07_additive_uncertainty.png) | ![](/ox-hugo/skogestad07_input_uncertainty.png) | ![](/ox-hugo/skogestad07_output_uncertainty.png) | | ![](/ox-hugo/skogestad07_additive_uncertainty.png) | ![](/ox-hugo/skogestad07_input_uncertainty.png) | ![](/ox-hugo/skogestad07_output_uncertainty.png) |
|----------------------------------------------------|----------------------------------------------------------|-----------------------------------------------------------| |----------------------------------------------------|----------------------------------------------------------|-----------------------------------------------------------|
| <a id="org05d42ff"></a> Additive uncertainty | <a id="orgae1758d"></a> Multiplicative input uncertainty | <a id="org2db9e52"></a> Multiplicative output uncertainty | | <a id="org7bb9bb2"></a> Additive uncertainty | <a id="orga1f7465"></a> Multiplicative input uncertainty | <a id="org5674edc"></a> Multiplicative output uncertainty |
In Fig.&nbsp;[fig:feedback_uncertainty](#fig:feedback_uncertainty), three **feedback or inverse unstructured uncertainty** forms are shown: inverse additive uncertainty, inverse multiplicative input uncertainty and inverse multiplicative output uncertainty. In Fig.&nbsp;[fig:feedback_uncertainty](#fig:feedback_uncertainty), three **feedback or inverse unstructured uncertainty** forms are shown: inverse additive uncertainty, inverse multiplicative input uncertainty and inverse multiplicative output uncertainty.
@ -3220,7 +3176,7 @@ In Fig.&nbsp;[fig:feedback_uncertainty](#fig:feedback_uncertainty), three **feed
| ![](/ox-hugo/skogestad07_inv_additive_uncertainty.png) | ![](/ox-hugo/skogestad07_inv_input_uncertainty.png) | ![](/ox-hugo/skogestad07_inv_output_uncertainty.png) | | ![](/ox-hugo/skogestad07_inv_additive_uncertainty.png) | ![](/ox-hugo/skogestad07_inv_input_uncertainty.png) | ![](/ox-hugo/skogestad07_inv_output_uncertainty.png) |
|--------------------------------------------------------|------------------------------------------------------------------|-------------------------------------------------------------------| |--------------------------------------------------------|------------------------------------------------------------------|-------------------------------------------------------------------|
| <a id="org5ea3793"></a> Inverse additive uncertainty | <a id="org31e7d89"></a> Inverse multiplicative input uncertainty | <a id="org00c8166"></a> Inverse multiplicative output uncertainty | | <a id="org95e2c6e"></a> Inverse additive uncertainty | <a id="orgf96b06a"></a> Inverse multiplicative input uncertainty | <a id="org1e334a4"></a> Inverse multiplicative output uncertainty |
##### Lumping uncertainty into a single perturbation {#lumping-uncertainty-into-a-single-perturbation} ##### Lumping uncertainty into a single perturbation {#lumping-uncertainty-into-a-single-perturbation}
@ -3290,7 +3246,7 @@ where \\(r\_0\\) is the relative uncertainty at steady-state, \\(1/\tau\\) is th
Let's consider the feedback system with multiplicative input uncertainty \\(\Delta\_I\\) shown Fig.&nbsp;[fig:input_uncertainty_set_feedback_weight](#fig:input_uncertainty_set_feedback_weight). Let's consider the feedback system with multiplicative input uncertainty \\(\Delta\_I\\) shown Fig.&nbsp;[fig:input_uncertainty_set_feedback_weight](#fig:input_uncertainty_set_feedback_weight).
\\(W\_I\\) is a normalization weight for the uncertainty and \\(W\_P\\) is a performance weight. \\(W\_I\\) is a normalization weight for the uncertainty and \\(W\_P\\) is a performance weight.
<a id="orge5740dc"></a> <a id="orgfca3270"></a>
{{< figure src="/ox-hugo/skogestad07_input_uncertainty_set_feedback_weight.png" caption="Figure 29: System with multiplicative input uncertainty and performance measured at the output" >}} {{< figure src="/ox-hugo/skogestad07_input_uncertainty_set_feedback_weight.png" caption="Figure 29: System with multiplicative input uncertainty and performance measured at the output" >}}
@ -3450,7 +3406,7 @@ Where \\(G = M\_l^{-1} N\_l\\) is a left coprime factorization of the nominal pl
This uncertainty description is surprisingly **general**, it allows both zeros and poles to cross into the right-half plane, and has proven to be very useful in applications. This uncertainty description is surprisingly **general**, it allows both zeros and poles to cross into the right-half plane, and has proven to be very useful in applications.
<a id="org6fb438e"></a> <a id="org0959287"></a>
{{< figure src="/ox-hugo/skogestad07_coprime_uncertainty.png" caption="Figure 30: Coprime Uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_coprime_uncertainty.png" caption="Figure 30: Coprime Uncertainty" >}}
@ -3482,7 +3438,7 @@ where \\(d\_i\\) is a scalar and \\(I\_i\\) is an identity matrix of the same di
Now rescale the inputs and outputs of \\(M\\) and \\(\Delta\\) by inserting the matrices \\(D\\) and \\(D^{-1}\\) on both sides as shown in Fig.&nbsp;[fig:block_diagonal_scalings](#fig:block_diagonal_scalings). Now rescale the inputs and outputs of \\(M\\) and \\(\Delta\\) by inserting the matrices \\(D\\) and \\(D^{-1}\\) on both sides as shown in Fig.&nbsp;[fig:block_diagonal_scalings](#fig:block_diagonal_scalings).
This clearly has no effect on stability. This clearly has no effect on stability.
<a id="org7b2b472"></a> <a id="orgb6ba846"></a>
{{< figure src="/ox-hugo/skogestad07_block_diagonal_scalings.png" caption="Figure 31: Use of block-diagonal scalings, \\(\Delta D = D \Delta\\)" >}} {{< figure src="/ox-hugo/skogestad07_block_diagonal_scalings.png" caption="Figure 31: Use of block-diagonal scalings, \\(\Delta D = D \Delta\\)" >}}
@ -3798,7 +3754,7 @@ with the decoupling controller we have:
\\[ \bar{\sigma}(N\_{22}) = \bar{\sigma}(w\_P S) = \left|\frac{s/2 + 0.05}{s + 0.7}\right| \\] \\[ \bar{\sigma}(N\_{22}) = \bar{\sigma}(w\_P S) = \left|\frac{s/2 + 0.05}{s + 0.7}\right| \\]
and we see from Fig.&nbsp;[fig:mu_plots_distillation](#fig:mu_plots_distillation) that the NP-condition is satisfied. and we see from Fig.&nbsp;[fig:mu_plots_distillation](#fig:mu_plots_distillation) that the NP-condition is satisfied.
<a id="org79285a0"></a> <a id="orgbc6aa6e"></a>
{{< figure src="/ox-hugo/skogestad07_mu_plots_distillation.png" caption="Figure 32: \\(\mu\text{-plots}\\) for distillation process with decoupling controller" >}} {{< figure src="/ox-hugo/skogestad07_mu_plots_distillation.png" caption="Figure 32: \\(\mu\text{-plots}\\) for distillation process with decoupling controller" >}}
@ -3921,7 +3877,7 @@ The latter is an attempt to "flatten out" \\(\mu\\).
For simplicity, we will consider again the case of multiplicative uncertainty and performance defined in terms of weighted sensitivity. For simplicity, we will consider again the case of multiplicative uncertainty and performance defined in terms of weighted sensitivity.
The uncertainty weight \\(w\_I I\\) and performance weight \\(w\_P I\\) are shown graphically in Fig.&nbsp;[fig:weights_distillation](#fig:weights_distillation). The uncertainty weight \\(w\_I I\\) and performance weight \\(w\_P I\\) are shown graphically in Fig.&nbsp;[fig:weights_distillation](#fig:weights_distillation).
<a id="org8fb66bd"></a> <a id="org9cc5d53"></a>
{{< figure src="/ox-hugo/skogestad07_weights_distillation.png" caption="Figure 33: Uncertainty and performance weights" >}} {{< figure src="/ox-hugo/skogestad07_weights_distillation.png" caption="Figure 33: Uncertainty and performance weights" >}}
@ -3944,11 +3900,11 @@ The scaling matrix \\(D\\) for \\(DND^{-1}\\) then has the structure \\(D = \tex
- Iteration No. 3. - Iteration No. 3.
Step 1: The \\(\mathcal{H}\_\infty\\) norm is only slightly reduced. We thus decide the stop the iterations. Step 1: The \\(\mathcal{H}\_\infty\\) norm is only slightly reduced. We thus decide the stop the iterations.
<a id="org5f826e8"></a> <a id="orga53c36c"></a>
{{< figure src="/ox-hugo/skogestad07_dk_iter_mu.png" caption="Figure 34: Change in \\(\mu\\) during DK-iteration" >}} {{< figure src="/ox-hugo/skogestad07_dk_iter_mu.png" caption="Figure 34: Change in \\(\mu\\) during DK-iteration" >}}
<a id="orga6732c2"></a> <a id="orgad7f77d"></a>
{{< figure src="/ox-hugo/skogestad07_dk_iter_d_scale.png" caption="Figure 35: Change in D-scale \\(d\_1\\) during DK-iteration" >}} {{< figure src="/ox-hugo/skogestad07_dk_iter_d_scale.png" caption="Figure 35: Change in D-scale \\(d\_1\\) during DK-iteration" >}}
@ -3956,13 +3912,13 @@ The final \\(\mu\text{-curves}\\) for NP, RS and RP with the controller \\(K\_3\
The objectives of RS and NP are easily satisfied. The objectives of RS and NP are easily satisfied.
The peak value of \\(\mu\\) is just slightly over 1, so the performance specification \\(\bar{\sigma}(w\_P S\_p) < 1\\) is almost satisfied for all possible plants. The peak value of \\(\mu\\) is just slightly over 1, so the performance specification \\(\bar{\sigma}(w\_P S\_p) < 1\\) is almost satisfied for all possible plants.
<a id="org7cbd772"></a> <a id="org5f25846"></a>
{{< figure src="/ox-hugo/skogestad07_mu_plot_optimal_k3.png" caption="Figure 36: \\(mu\text{-plots}\\) with \\(\mu\\) \"optimal\" controller \\(K\_3\\)" >}} {{< figure src="/ox-hugo/skogestad07_mu_plot_optimal_k3.png" caption="Figure 36: \\(mu\text{-plots}\\) with \\(\mu\\) \"optimal\" controller \\(K\_3\\)" >}}
To confirm that, 6 perturbed plants are used to compute the perturbed sensitivity functions shown in Fig.&nbsp;[fig:perturb_s_k3](#fig:perturb_s_k3). To confirm that, 6 perturbed plants are used to compute the perturbed sensitivity functions shown in Fig.&nbsp;[fig:perturb_s_k3](#fig:perturb_s_k3).
<a id="orge989e28"></a> <a id="org06090bc"></a>
{{< figure src="/ox-hugo/skogestad07_perturb_s_k3.png" caption="Figure 37: Perturbed sensitivity functions \\(\bar{\sigma}(S^\prime)\\) using \\(\mu\\) \"optimal\" controller \\(K\_3\\). Lower solid line: nominal plant. Upper solid line: worst-case plant" >}} {{< figure src="/ox-hugo/skogestad07_perturb_s_k3.png" caption="Figure 37: Perturbed sensitivity functions \\(\bar{\sigma}(S^\prime)\\) using \\(\mu\\) \"optimal\" controller \\(K\_3\\). Lower solid line: nominal plant. Upper solid line: worst-case plant" >}}
@ -4017,7 +3973,7 @@ If resulting control performance is not satisfactory, one may switch to the seco
## Controller Design {#controller-design} ## Controller Design {#controller-design}
<a id="orgcb8e2f1"></a> <a id="org4461541"></a>
### Trade-offs in MIMO Feedback Design {#trade-offs-in-mimo-feedback-design} ### Trade-offs in MIMO Feedback Design {#trade-offs-in-mimo-feedback-design}
@ -4037,7 +3993,7 @@ We have the following important relationships:
\end{align} \end{align}
\end{subequations} \end{subequations}
<a id="org68d662f"></a> <a id="org980f037"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_small.png" caption="Figure 38: One degree-of-freedom feedback configuration" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_small.png" caption="Figure 38: One degree-of-freedom feedback configuration" >}}
@ -4079,7 +4035,7 @@ Thus, over specified frequency ranges, it is relatively easy to approximate the
Typically, the open-loop requirements 1 and 3 are valid and important at low frequencies \\(0 \le \omega \le \omega\_l \le \omega\_B\\), while conditions 2, 4, 5 and 6 are conditions which are valid and important at high frequencies \\(\omega\_B \le \omega\_h \le \omega \le \infty\\), as illustrated in Fig.&nbsp;[fig:design_trade_off_mimo_gk](#fig:design_trade_off_mimo_gk). Typically, the open-loop requirements 1 and 3 are valid and important at low frequencies \\(0 \le \omega \le \omega\_l \le \omega\_B\\), while conditions 2, 4, 5 and 6 are conditions which are valid and important at high frequencies \\(\omega\_B \le \omega\_h \le \omega \le \infty\\), as illustrated in Fig.&nbsp;[fig:design_trade_off_mimo_gk](#fig:design_trade_off_mimo_gk).
<a id="org058fc8c"></a> <a id="org60964b2"></a>
{{< figure src="/ox-hugo/skogestad07_design_trade_off_mimo_gk.png" caption="Figure 39: Design trade-offs for the multivariable loop transfer function \\(GK\\)" >}} {{< figure src="/ox-hugo/skogestad07_design_trade_off_mimo_gk.png" caption="Figure 39: Design trade-offs for the multivariable loop transfer function \\(GK\\)" >}}
@ -4136,7 +4092,7 @@ The solution to the LQG problem is then found by replacing \\(x\\) by \\(\hat{x}
We therefore see that the LQG problem and its solution can be separated into two distinct parts as illustrated in Fig.&nbsp;[fig:lqg_separation](#fig:lqg_separation): the optimal state feedback and the optimal state estimator (the Kalman filter). We therefore see that the LQG problem and its solution can be separated into two distinct parts as illustrated in Fig.&nbsp;[fig:lqg_separation](#fig:lqg_separation): the optimal state feedback and the optimal state estimator (the Kalman filter).
<a id="org7162554"></a> <a id="org7739082"></a>
{{< figure src="/ox-hugo/skogestad07_lqg_separation.png" caption="Figure 40: The separation theorem" >}} {{< figure src="/ox-hugo/skogestad07_lqg_separation.png" caption="Figure 40: The separation theorem" >}}
@ -4186,7 +4142,7 @@ Where \\(Y\\) is the unique positive-semi definite solution of the algebraic Ric
</div> </div>
<a id="orgaa1f9d2"></a> <a id="org6324bca"></a>
{{< figure src="/ox-hugo/skogestad07_lqg_kalman_filter.png" caption="Figure 41: The LQG controller and noisy plant" >}} {{< figure src="/ox-hugo/skogestad07_lqg_kalman_filter.png" caption="Figure 41: The LQG controller and noisy plant" >}}
@ -4207,7 +4163,7 @@ It has the same degree (number of poles) as the plant.<br />
For the LQG-controller, as shown on Fig.&nbsp;[fig:lqg_kalman_filter](#fig:lqg_kalman_filter), it is not easy to see where to position the reference input \\(r\\) and how integral action may be included, if desired. Indeed, the standard LQG design procedure does not give a controller with integral action. One strategy is illustrated in Fig.&nbsp;[fig:lqg_integral](#fig:lqg_integral). Here, the control error \\(r-y\\) is integrated and the regulator \\(K\_r\\) is designed for the plant augmented with these integral states. For the LQG-controller, as shown on Fig.&nbsp;[fig:lqg_kalman_filter](#fig:lqg_kalman_filter), it is not easy to see where to position the reference input \\(r\\) and how integral action may be included, if desired. Indeed, the standard LQG design procedure does not give a controller with integral action. One strategy is illustrated in Fig.&nbsp;[fig:lqg_integral](#fig:lqg_integral). Here, the control error \\(r-y\\) is integrated and the regulator \\(K\_r\\) is designed for the plant augmented with these integral states.
<a id="orga77c0d2"></a> <a id="org027f54a"></a>
{{< figure src="/ox-hugo/skogestad07_lqg_integral.png" caption="Figure 42: LQG controller with integral action and reference input" >}} {{< figure src="/ox-hugo/skogestad07_lqg_integral.png" caption="Figure 42: LQG controller with integral action and reference input" >}}
@ -4220,18 +4176,18 @@ Their main limitation is that they can only be applied to minimum phase plants.
### \\(\htwo\\) and \\(\hinf\\) Control {#htwo--and--hinf--control} ### \\(\htwo\\) and \\(\hinf\\) Control {#htwo--and--hinf--control}
<a id="org2f8c60b"></a> <a id="org414bc8e"></a>
#### General Control Problem Formulation {#general-control-problem-formulation} #### General Control Problem Formulation {#general-control-problem-formulation}
<a id="orgbe54b98"></a> <a id="org2f00c83"></a>
There are many ways in which feedback design problems can be cast as \\(\htwo\\) and \\(\hinf\\) optimization problems. There are many ways in which feedback design problems can be cast as \\(\htwo\\) and \\(\hinf\\) optimization problems.
It is very useful therefore to have a **standard problem formulation** into which any particular problem may be manipulated. It is very useful therefore to have a **standard problem formulation** into which any particular problem may be manipulated.
Such a general formulation is afforded by the general configuration shown in Fig.&nbsp;[fig:general_control](#fig:general_control). Such a general formulation is afforded by the general configuration shown in Fig.&nbsp;[fig:general_control](#fig:general_control).
<a id="orgf28c426"></a> <a id="org680c37d"></a>
{{< figure src="/ox-hugo/skogestad07_general_control.png" caption="Figure 43: General control configuration" >}} {{< figure src="/ox-hugo/skogestad07_general_control.png" caption="Figure 43: General control configuration" >}}
@ -4482,7 +4438,7 @@ The elements of the generalized plant are
\end{array} \end{array}
\end{equation\*} \end{equation\*}
<a id="org3f11e63"></a> <a id="org5aae2d5"></a>
{{< figure src="/ox-hugo/skogestad07_mixed_sensitivity_dist_rejection.png" caption="Figure 44: \\(S/KS\\) mixed-sensitivity optimization in standard form (regulation)" >}} {{< figure src="/ox-hugo/skogestad07_mixed_sensitivity_dist_rejection.png" caption="Figure 44: \\(S/KS\\) mixed-sensitivity optimization in standard form (regulation)" >}}
@ -4491,7 +4447,7 @@ Here we consider a tracking problem.
The exogenous input is a reference command \\(r\\), and the error signals are \\(z\_1 = -W\_1 e = W\_1 (r-y)\\) and \\(z\_2 = W\_2 u\\). The exogenous input is a reference command \\(r\\), and the error signals are \\(z\_1 = -W\_1 e = W\_1 (r-y)\\) and \\(z\_2 = W\_2 u\\).
As the regulation problem of Fig.&nbsp;[fig:mixed_sensitivity_dist_rejection](#fig:mixed_sensitivity_dist_rejection), we have that \\(z\_1 = W\_1 S w\\) and \\(z\_2 = W\_2 KS w\\). As the regulation problem of Fig.&nbsp;[fig:mixed_sensitivity_dist_rejection](#fig:mixed_sensitivity_dist_rejection), we have that \\(z\_1 = W\_1 S w\\) and \\(z\_2 = W\_2 KS w\\).
<a id="org758eceb"></a> <a id="org47cace4"></a>
{{< figure src="/ox-hugo/skogestad07_mixed_sensitivity_ref_tracking.png" caption="Figure 45: \\(S/KS\\) mixed-sensitivity optimization in standard form (tracking)" >}} {{< figure src="/ox-hugo/skogestad07_mixed_sensitivity_ref_tracking.png" caption="Figure 45: \\(S/KS\\) mixed-sensitivity optimization in standard form (tracking)" >}}
@ -4515,7 +4471,7 @@ The elements of the generalized plant are
\end{array} \end{array}
\end{equation\*} \end{equation\*}
<a id="org68fca49"></a> <a id="orgcef9dc3"></a>
{{< figure src="/ox-hugo/skogestad07_mixed_sensitivity_s_t.png" caption="Figure 46: \\(S/T\\) mixed-sensitivity optimization in standard form" >}} {{< figure src="/ox-hugo/skogestad07_mixed_sensitivity_s_t.png" caption="Figure 46: \\(S/T\\) mixed-sensitivity optimization in standard form" >}}
@ -4543,7 +4499,7 @@ The focus of attention has moved to the size of signals and away from the size a
Weights are used to describe the expected or known frequency content of exogenous signals and the desired frequency content of error signals. Weights are used to describe the expected or known frequency content of exogenous signals and the desired frequency content of error signals.
Weights are also used if a perturbation is used to model uncertainty, as in Fig.&nbsp;[fig:input_uncertainty_hinf](#fig:input_uncertainty_hinf), where \\(G\\) represents the nominal model, \\(W\\) is a weighting function that captures the relative model fidelity over frequency, and \\(\Delta\\) represents unmodelled dynamics usually normalized such that \\(\hnorm{\Delta} < 1\\). Weights are also used if a perturbation is used to model uncertainty, as in Fig.&nbsp;[fig:input_uncertainty_hinf](#fig:input_uncertainty_hinf), where \\(G\\) represents the nominal model, \\(W\\) is a weighting function that captures the relative model fidelity over frequency, and \\(\Delta\\) represents unmodelled dynamics usually normalized such that \\(\hnorm{\Delta} < 1\\).
<a id="orge5eb5e5"></a> <a id="org7e012dc"></a>
{{< figure src="/ox-hugo/skogestad07_input_uncertainty_hinf.png" caption="Figure 47: Multiplicative dynamic uncertainty model" >}} {{< figure src="/ox-hugo/skogestad07_input_uncertainty_hinf.png" caption="Figure 47: Multiplicative dynamic uncertainty model" >}}
@ -4565,7 +4521,7 @@ The problem can be cast as a standard \\(\hinf\\) optimization in the general co
w = \begin{bmatrix}d\\r\\n\end{bmatrix},\ z = \begin{bmatrix}z\_1\\z\_2\end{bmatrix}, \ v = \begin{bmatrix}r\_s\\y\_m\end{bmatrix},\ u = u w = \begin{bmatrix}d\\r\\n\end{bmatrix},\ z = \begin{bmatrix}z\_1\\z\_2\end{bmatrix}, \ v = \begin{bmatrix}r\_s\\y\_m\end{bmatrix},\ u = u
\end{equation\*} \end{equation\*}
<a id="org896492e"></a> <a id="org656ba06"></a>
{{< figure src="/ox-hugo/skogestad07_hinf_signal_based.png" caption="Figure 48: A signal-based \\(\hinf\\) control problem" >}} {{< figure src="/ox-hugo/skogestad07_hinf_signal_based.png" caption="Figure 48: A signal-based \\(\hinf\\) control problem" >}}
@ -4576,7 +4532,7 @@ This problem is a non-standard \\(\hinf\\) optimization.
It is a robust performance problem for which the \\(\mu\text{-synthesis}\\) procedure can be applied where we require the structured singular value: It is a robust performance problem for which the \\(\mu\text{-synthesis}\\) procedure can be applied where we require the structured singular value:
\\[ \mu(M(j\omega)) < 1, \quad \forall\omega \\] \\[ \mu(M(j\omega)) < 1, \quad \forall\omega \\]
<a id="org01deb15"></a> <a id="org703e076"></a>
{{< figure src="/ox-hugo/skogestad07_hinf_signal_based_uncertainty.png" caption="Figure 49: A signal-based \\(\hinf\\) control problem with input multiplicative uncertainty" >}} {{< figure src="/ox-hugo/skogestad07_hinf_signal_based_uncertainty.png" caption="Figure 49: A signal-based \\(\hinf\\) control problem with input multiplicative uncertainty" >}}
@ -4634,7 +4590,7 @@ For the perturbed feedback system of Fig.&nbsp;[fig:coprime_uncertainty_bis](#fi
Notice that \\(\gamma\\) is the \\(\hinf\\) norm from \\(\phi\\) to \\(\begin{bmatrix}u\\y\end{bmatrix}\\) and \\((I-GK)^{-1}\\) is the sensitivity function for this positive feedback arrangement. Notice that \\(\gamma\\) is the \\(\hinf\\) norm from \\(\phi\\) to \\(\begin{bmatrix}u\\y\end{bmatrix}\\) and \\((I-GK)^{-1}\\) is the sensitivity function for this positive feedback arrangement.
<a id="org5d52156"></a> <a id="org010be35"></a>
{{< figure src="/ox-hugo/skogestad07_coprime_uncertainty_bis.png" caption="Figure 50: \\(\hinf\\) robust stabilization problem" >}} {{< figure src="/ox-hugo/skogestad07_coprime_uncertainty_bis.png" caption="Figure 50: \\(\hinf\\) robust stabilization problem" >}}
@ -4681,7 +4637,7 @@ It is important to emphasize that since we can compute \\(\gamma\_\text{min}\\)
#### A Systematic \\(\hinf\\) Loop-Shaping Design Procedure {#a-systematic--hinf--loop-shaping-design-procedure} #### A Systematic \\(\hinf\\) Loop-Shaping Design Procedure {#a-systematic--hinf--loop-shaping-design-procedure}
<a id="orge4e2f7e"></a> <a id="orgb7c2dd9"></a>
Robust stabilization alone is not much used in practice because the designer is not able to specify any performance requirements. Robust stabilization alone is not much used in practice because the designer is not able to specify any performance requirements.
To do so, **pre and post compensators** are used to **shape the open-loop singular values** prior to robust stabilization of the "shaped" plant. To do so, **pre and post compensators** are used to **shape the open-loop singular values** prior to robust stabilization of the "shaped" plant.
@ -4694,7 +4650,7 @@ If \\(W\_1\\) and \\(W\_2\\) are the pre and post compensators respectively, the
as shown in Fig.&nbsp;[fig:shaped_plant](#fig:shaped_plant). as shown in Fig.&nbsp;[fig:shaped_plant](#fig:shaped_plant).
<a id="org1f55ae2"></a> <a id="orgef73f70"></a>
{{< figure src="/ox-hugo/skogestad07_shaped_plant.png" caption="Figure 51: The shaped plant and controller" >}} {{< figure src="/ox-hugo/skogestad07_shaped_plant.png" caption="Figure 51: The shaped plant and controller" >}}
@ -4731,7 +4687,7 @@ Systematic procedure for \\(\hinf\\) loop-shaping design:
This is because the references do not directly excite the dynamics of \\(K\_s\\), which can result in large amounts of overshoot. This is because the references do not directly excite the dynamics of \\(K\_s\\), which can result in large amounts of overshoot.
The constant prefilter ensure a steady-state gain of \\(1\\) between \\(r\\) and \\(y\\), assuming integral action in \\(W\_1\\) or \\(G\\) The constant prefilter ensure a steady-state gain of \\(1\\) between \\(r\\) and \\(y\\), assuming integral action in \\(W\_1\\) or \\(G\\)
<a id="org50d434b"></a> <a id="org49b485d"></a>
{{< figure src="/ox-hugo/skogestad07_shapping_practical_implementation.png" caption="Figure 52: A practical implementation of the loop-shaping controller" >}} {{< figure src="/ox-hugo/skogestad07_shapping_practical_implementation.png" caption="Figure 52: A practical implementation of the loop-shaping controller" >}}
@ -4757,7 +4713,7 @@ But in cases where stringent time-domain specifications are set on the output re
A general two degrees-of-freedom feedback control scheme is depicted in Fig.&nbsp;[fig:classical_feedback_2dof_simple](#fig:classical_feedback_2dof_simple). A general two degrees-of-freedom feedback control scheme is depicted in Fig.&nbsp;[fig:classical_feedback_2dof_simple](#fig:classical_feedback_2dof_simple).
The commands and feedbacks enter the controller separately and are independently processed. The commands and feedbacks enter the controller separately and are independently processed.
<a id="orgbb5e97f"></a> <a id="org1aca381"></a>
{{< figure src="/ox-hugo/skogestad07_classical_feedback_2dof_simple.png" caption="Figure 53: General two degrees-of-freedom feedback control scheme" >}} {{< figure src="/ox-hugo/skogestad07_classical_feedback_2dof_simple.png" caption="Figure 53: General two degrees-of-freedom feedback control scheme" >}}
@ -4768,7 +4724,7 @@ The design problem is illustrated in Fig.&nbsp;[fig:coprime_uncertainty_hinf](#f
The feedback part of the controller \\(K\_2\\) is designed to meet robust stability and disturbance rejection requirements. The feedback part of the controller \\(K\_2\\) is designed to meet robust stability and disturbance rejection requirements.
A prefilter is introduced to force the response of the closed-loop system to follow that of a specified model \\(T\_{\text{ref}}\\), often called the **reference model**. A prefilter is introduced to force the response of the closed-loop system to follow that of a specified model \\(T\_{\text{ref}}\\), often called the **reference model**.
<a id="orgce4d7f1"></a> <a id="org24787f9"></a>
{{< figure src="/ox-hugo/skogestad07_coprime_uncertainty_hinf.png" caption="Figure 54: Two degrees-of-freedom \\(\mathcal{H}\_\infty\\) loop-shaping design problem" >}} {{< figure src="/ox-hugo/skogestad07_coprime_uncertainty_hinf.png" caption="Figure 54: Two degrees-of-freedom \\(\mathcal{H}\_\infty\\) loop-shaping design problem" >}}
@ -4793,7 +4749,7 @@ The main steps required to synthesize a two degrees-of-freedom \\(\mathcal{H}\_\
The final two degrees-of-freedom \\(\mathcal{H}\_\infty\\) loop-shaping controller is illustrated in Fig.&nbsp;[fig:hinf_synthesis_2dof](#fig:hinf_synthesis_2dof). The final two degrees-of-freedom \\(\mathcal{H}\_\infty\\) loop-shaping controller is illustrated in Fig.&nbsp;[fig:hinf_synthesis_2dof](#fig:hinf_synthesis_2dof).
<a id="orgac8907e"></a> <a id="orga19273b"></a>
{{< figure src="/ox-hugo/skogestad07_hinf_synthesis_2dof.png" caption="Figure 55: Two degrees-of-freedom \\(\mathcal{H}\_\infty\\) loop-shaping controller" >}} {{< figure src="/ox-hugo/skogestad07_hinf_synthesis_2dof.png" caption="Figure 55: Two degrees-of-freedom \\(\mathcal{H}\_\infty\\) loop-shaping controller" >}}
@ -4865,7 +4821,7 @@ where \\(u\_a\\) is the **actual plant input**, that is the measurement at the *
The situation is illustrated in Fig.&nbsp;[fig:weight_anti_windup](#fig:weight_anti_windup), where the actuators are each modeled by a unit gain and a saturation. The situation is illustrated in Fig.&nbsp;[fig:weight_anti_windup](#fig:weight_anti_windup), where the actuators are each modeled by a unit gain and a saturation.
<a id="orgef9fa56"></a> <a id="orgf6c7bc6"></a>
{{< figure src="/ox-hugo/skogestad07_weight_anti_windup.png" caption="Figure 56: Self-conditioned weight \\(W\_1\\)" >}} {{< figure src="/ox-hugo/skogestad07_weight_anti_windup.png" caption="Figure 56: Self-conditioned weight \\(W\_1\\)" >}}
@ -4913,14 +4869,14 @@ Moreover, one should be careful about combining controller synthesis and analysi
## Controller Structure Design {#controller-structure-design} ## Controller Structure Design {#controller-structure-design}
<a id="orgfc18612"></a> <a id="org9224b29"></a>
### Introduction {#introduction} ### Introduction {#introduction}
In previous sections, we considered the general problem formulation in Fig.&nbsp;[fig:general_control_names_bis](#fig:general_control_names_bis) and stated that the controller design problem is to find a controller \\(K\\) which based on the information in \\(v\\), generates a control signal \\(u\\) which counteracts the influence of \\(w\\) on \\(z\\), thereby minimizing the closed loop norm from \\(w\\) to \\(z\\). In previous sections, we considered the general problem formulation in Fig.&nbsp;[fig:general_control_names_bis](#fig:general_control_names_bis) and stated that the controller design problem is to find a controller \\(K\\) which based on the information in \\(v\\), generates a control signal \\(u\\) which counteracts the influence of \\(w\\) on \\(z\\), thereby minimizing the closed loop norm from \\(w\\) to \\(z\\).
<a id="orga10d2bd"></a> <a id="orgc62ded1"></a>
{{< figure src="/ox-hugo/skogestad07_general_control_names_bis.png" caption="Figure 57: General Control Configuration" >}} {{< figure src="/ox-hugo/skogestad07_general_control_names_bis.png" caption="Figure 57: General Control Configuration" >}}
@ -4955,7 +4911,7 @@ The reference value \\(r\\) is usually set at some higher layer in the control h
Additional layers are possible, as is illustrated in Fig.&nbsp;[fig:control_system_hierarchy](#fig:control_system_hierarchy) which shows a typical control hierarchy for a chemical plant. Additional layers are possible, as is illustrated in Fig.&nbsp;[fig:control_system_hierarchy](#fig:control_system_hierarchy) which shows a typical control hierarchy for a chemical plant.
<a id="org73996e3"></a> <a id="org9aa016d"></a>
{{< figure src="/ox-hugo/skogestad07_system_hierarchy.png" caption="Figure 58: Typical control system hierarchy in a chemical plant" >}} {{< figure src="/ox-hugo/skogestad07_system_hierarchy.png" caption="Figure 58: Typical control system hierarchy in a chemical plant" >}}
@ -4977,7 +4933,7 @@ However, this solution is normally not used for a number a reasons, included the
| ![](/ox-hugo/skogestad07_optimize_control_a.png) | ![](/ox-hugo/skogestad07_optimize_control_b.png) | ![](/ox-hugo/skogestad07_optimize_control_c.png) | | ![](/ox-hugo/skogestad07_optimize_control_a.png) | ![](/ox-hugo/skogestad07_optimize_control_b.png) | ![](/ox-hugo/skogestad07_optimize_control_c.png) |
|--------------------------------------------------|--------------------------------------------------------------------------------|-------------------------------------------------------------| |--------------------------------------------------|--------------------------------------------------------------------------------|-------------------------------------------------------------|
| <a id="orgcd78f08"></a> Open loop optimization | <a id="orgd4993ff"></a> Closed-loop implementation with separate control layer | <a id="org0552911"></a> Integrated optimization and control | | <a id="org4946ace"></a> Open loop optimization | <a id="orgaba67b5"></a> Closed-loop implementation with separate control layer | <a id="org9181e87"></a> Integrated optimization and control |
### Selection of Controlled Outputs {#selection-of-controlled-outputs} ### Selection of Controlled Outputs {#selection-of-controlled-outputs}
@ -5184,7 +5140,7 @@ A cascade control structure results when either of the following two situations
| ![](/ox-hugo/skogestad07_cascade_extra_meas.png) | ![](/ox-hugo/skogestad07_cascade_extra_input.png) | | ![](/ox-hugo/skogestad07_cascade_extra_meas.png) | ![](/ox-hugo/skogestad07_cascade_extra_input.png) |
|-------------------------------------------------------|---------------------------------------------------| |-------------------------------------------------------|---------------------------------------------------|
| <a id="org7eda032"></a> Extra measurements \\(y\_2\\) | <a id="org765934a"></a> Extra inputs \\(u\_2\\) | | <a id="orgda764f0"></a> Extra measurements \\(y\_2\\) | <a id="orgb6101d5"></a> Extra inputs \\(u\_2\\) |
#### Cascade Control: Extra Measurements {#cascade-control-extra-measurements} #### Cascade Control: Extra Measurements {#cascade-control-extra-measurements}
@ -5233,7 +5189,7 @@ With reference to the special (but common) case of cascade control shown in Fig.
</div> </div>
<a id="orgcccf6fb"></a> <a id="org1cecb36"></a>
{{< figure src="/ox-hugo/skogestad07_cascade_control.png" caption="Figure 59: Common case of cascade control where the primary output \\(y\_1\\) depends directly on the extra measurement \\(y\_2\\)" >}} {{< figure src="/ox-hugo/skogestad07_cascade_control.png" caption="Figure 59: Common case of cascade control where the primary output \\(y\_1\\) depends directly on the extra measurement \\(y\_2\\)" >}}
@ -5283,7 +5239,7 @@ We would probably tune the three controllers in the order \\(K\_2\\), \\(K\_3\\)
</div> </div>
<a id="org87719b3"></a> <a id="org4c0e8b8"></a>
{{< figure src="/ox-hugo/skogestad07_cascade_control_two_layers.png" caption="Figure 60: Control configuration with two layers of cascade control" >}} {{< figure src="/ox-hugo/skogestad07_cascade_control_two_layers.png" caption="Figure 60: Control configuration with two layers of cascade control" >}}
@ -5398,7 +5354,7 @@ We get:
\end{aligned} \end{aligned}
\end{equation} \end{equation}
<a id="orga0f78b2"></a> <a id="orgbc1cad6"></a>
{{< figure src="/ox-hugo/skogestad07_partial_control.png" caption="Figure 61: Partial Control" >}} {{< figure src="/ox-hugo/skogestad07_partial_control.png" caption="Figure 61: Partial Control" >}}
@ -5518,7 +5474,7 @@ Then to minimize the control error for the primary output, \\(J = \\|y\_1 - r\_1
In this section, \\(G(s)\\) is a square plant which is to be controlled using a diagonal controller (Fig.&nbsp;[fig:decentralized_diagonal_control](#fig:decentralized_diagonal_control)). In this section, \\(G(s)\\) is a square plant which is to be controlled using a diagonal controller (Fig.&nbsp;[fig:decentralized_diagonal_control](#fig:decentralized_diagonal_control)).
<a id="org7292a61"></a> <a id="orgb4417d6"></a>
{{< figure src="/ox-hugo/skogestad07_decentralized_diagonal_control.png" caption="Figure 62: Decentralized diagonal control of a \\(2 \times 2\\) plant" >}} {{< figure src="/ox-hugo/skogestad07_decentralized_diagonal_control.png" caption="Figure 62: Decentralized diagonal control of a \\(2 \times 2\\) plant" >}}
@ -5905,7 +5861,7 @@ The conditions are also useful in an **input-output controllability analysis** f
## Model Reduction {#model-reduction} ## Model Reduction {#model-reduction}
<a id="org98665b1"></a> <a id="orgfc463f8"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -6309,5 +6265,7 @@ Balanced residualization has been seen to perform close to the full order system
Good approximation at high frequencies may also sometimes be desired. Good approximation at high frequencies may also sometimes be desired.
In such a case, using truncation or optimal Hankel norm approximation with appropriate frequency weightings may yield better results. In such a case, using truncation or optimal Hankel norm approximation with appropriate frequency weightings may yield better results.
# Bibliography
<a id="skogestad07_multiv_feedb_contr"></a>Skogestad, S., & Postlethwaite, I., *Multivariable feedback control: analysis and design* (2007), : John Wiley. [](#ad6f62e369b7a8d31c21671886adec1f) ## Bibliography {#bibliography}
<a id="org00db4bb"></a>Skogestad, Sigurd, and Ian Postlethwaite. 2007. _Multivariable Feedback Control: Analysis and Design_. John Wiley.

View File

@ -8,7 +8,7 @@ Tags
: [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Reference Books]({{< relref "reference_books" >}}) : [Stewart Platforms]({{< relref "stewart_platforms" >}}), [Reference Books]({{< relref "reference_books" >}})
Reference Reference
: <sup id="1a9683d2a60e031fa9b8ed16f4944c9f"><a href="#taghirad13_paral" title="Taghirad, Parallel robots : mechanics and control, CRC Press (2013).">(Taghirad, 2013)</a></sup> : ([Taghirad 2013](#orgae7076f))
Author(s) Author(s)
: Taghirad, H. : Taghirad, H.
@ -19,7 +19,7 @@ Year
## Introduction {#introduction} ## Introduction {#introduction}
<a id="orgb4a81bf"></a> <a id="orgc5cd818"></a>
This book is intended to give some analysis and design tools for the increase number of engineers and researchers who are interested in the design and implementation of parallel robots. This book is intended to give some analysis and design tools for the increase number of engineers and researchers who are interested in the design and implementation of parallel robots.
A systematic approach is presented to analyze the kinematics, dynamics and control of parallel robots. A systematic approach is presented to analyze the kinematics, dynamics and control of parallel robots.
@ -44,7 +44,7 @@ The control of parallel robots is elaborated in the last two chapters, in which
## Motion Representation {#motion-representation} ## Motion Representation {#motion-representation}
<a id="org9be8358"></a> <a id="orgeeba166"></a>
### Spatial Motion Representation {#spatial-motion-representation} ### Spatial Motion Representation {#spatial-motion-representation}
@ -59,7 +59,7 @@ Let us define:
The absolute position of point \\(P\\) of the rigid body can be constructed from the relative position of that point with respect to the moving frame \\(\\{\bm{B}\\}\\), and the **position and orientation** of the moving frame \\(\\{\bm{B}\\}\\) with respect to the fixed frame \\(\\{\bm{A}\\}\\). The absolute position of point \\(P\\) of the rigid body can be constructed from the relative position of that point with respect to the moving frame \\(\\{\bm{B}\\}\\), and the **position and orientation** of the moving frame \\(\\{\bm{B}\\}\\) with respect to the fixed frame \\(\\{\bm{A}\\}\\).
<a id="org221cb93"></a> <a id="org9c33f1c"></a>
{{< figure src="/ox-hugo/taghirad13_rigid_body_motion.png" caption="Figure 1: Representation of a rigid body spatial motion" >}} {{< figure src="/ox-hugo/taghirad13_rigid_body_motion.png" caption="Figure 1: Representation of a rigid body spatial motion" >}}
@ -84,7 +84,7 @@ It can be **represented in several different ways**: the rotation matrix, the sc
##### Rotation Matrix {#rotation-matrix} ##### Rotation Matrix {#rotation-matrix}
We consider a rigid body that has been exposed to a pure rotation. We consider a rigid body that has been exposed to a pure rotation.
Its orientation has changed from a state represented by frame \\(\\{\bm{A}\\}\\) to its current orientation represented by frame \\(\\{\bm{B}\\}\\) (Figure [2](#org1448d5b)). Its orientation has changed from a state represented by frame \\(\\{\bm{A}\\}\\) to its current orientation represented by frame \\(\\{\bm{B}\\}\\) (Figure [2](#orgbe0ced8)).
A \\(3 \times 3\\) rotation matrix \\({}^A\bm{R}\_B\\) is defined by A \\(3 \times 3\\) rotation matrix \\({}^A\bm{R}\_B\\) is defined by
@ -106,7 +106,7 @@ in which \\({}^A\hat{\bm{x}}\_B, {}^A\hat{\bm{y}}\_B\\) and \\({}^A\hat{\bm{z}}\
The nine elements of the rotation matrix can be simply represented as the projections of the Cartesian unit vectors of frame \\(\\{\bm{B}\\}\\) on the unit vectors of frame \\(\\{\bm{A}\\}\\). The nine elements of the rotation matrix can be simply represented as the projections of the Cartesian unit vectors of frame \\(\\{\bm{B}\\}\\) on the unit vectors of frame \\(\\{\bm{A}\\}\\).
<a id="org1448d5b"></a> <a id="orgbe0ced8"></a>
{{< figure src="/ox-hugo/taghirad13_rotation_matrix.png" caption="Figure 2: Pure rotation of a rigid body" >}} {{< figure src="/ox-hugo/taghirad13_rotation_matrix.png" caption="Figure 2: Pure rotation of a rigid body" >}}
@ -132,7 +132,7 @@ The term screw axis for this axis of rotation has the benefit that a general mot
The screw axis representation has the benefit of **using only four parameters** to describe a pure rotation. The screw axis representation has the benefit of **using only four parameters** to describe a pure rotation.
These parameters are the angle of rotation \\(\theta\\) and the axis of rotation which is a unit vector \\({}^A\hat{\bm{s}} = [s\_x, s\_y, s\_z]^T\\). These parameters are the angle of rotation \\(\theta\\) and the axis of rotation which is a unit vector \\({}^A\hat{\bm{s}} = [s\_x, s\_y, s\_z]^T\\).
<a id="org778c755"></a> <a id="org3fca7f7"></a>
{{< figure src="/ox-hugo/taghirad13_screw_axis_representation.png" caption="Figure 3: Pure rotation about a screw axis" >}} {{< figure src="/ox-hugo/taghirad13_screw_axis_representation.png" caption="Figure 3: Pure rotation about a screw axis" >}}
@ -158,7 +158,7 @@ Three other types of Euler angles are consider with respect to a moving frame: t
The pitch, roll and yaw angles are defined for a moving object in space as the rotations along the lateral, longitudinal and vertical axes attached to the moving object. The pitch, roll and yaw angles are defined for a moving object in space as the rotations along the lateral, longitudinal and vertical axes attached to the moving object.
<a id="orga52af18"></a> <a id="org542b52f"></a>
{{< figure src="/ox-hugo/taghirad13_pitch-roll-yaw.png" caption="Figure 4: Definition of pitch, roll and yaw angles on an air plain" >}} {{< figure src="/ox-hugo/taghirad13_pitch-roll-yaw.png" caption="Figure 4: Definition of pitch, roll and yaw angles on an air plain" >}}
@ -363,7 +363,7 @@ There exist transformations to from screw displacement notation to the transform
Let us consider the motion of a rigid body described at three locations (Figure [fig:consecutive_transformations](#fig:consecutive_transformations)). Let us consider the motion of a rigid body described at three locations (Figure [fig:consecutive_transformations](#fig:consecutive_transformations)).
Frame \\(\\{\bm{A}\\}\\) represents the initial location, frame \\(\\{\bm{B}\\}\\) is an intermediate location, and frame \\(\\{\bm{C}\\}\\) represents the rigid body at its final location. Frame \\(\\{\bm{A}\\}\\) represents the initial location, frame \\(\\{\bm{B}\\}\\) is an intermediate location, and frame \\(\\{\bm{C}\\}\\) represents the rigid body at its final location.
<a id="org49a98a7"></a> <a id="org0882345"></a>
{{< figure src="/ox-hugo/taghirad13_consecutive_transformations.png" caption="Figure 5: Motion of a rigid body represented at three locations by frame \\(\\{\bm{A}\\}\\), \\(\\{\bm{B}\\}\\) and \\(\\{\bm{C}\\}\\)" >}} {{< figure src="/ox-hugo/taghirad13_consecutive_transformations.png" caption="Figure 5: Motion of a rigid body represented at three locations by frame \\(\\{\bm{A}\\}\\), \\(\\{\bm{B}\\}\\) and \\(\\{\bm{C}\\}\\)" >}}
@ -426,7 +426,7 @@ Hence, the **inverse of the transformation matrix** can be obtain by
## Kinematics {#kinematics} ## Kinematics {#kinematics}
<a id="org56e6a14"></a> <a id="orga4cfa61"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -533,7 +533,7 @@ The position of the point \\(O\_B\\) of the moving platform is described by the
\end{bmatrix} \end{bmatrix}
\end{equation} \end{equation}
<a id="org10ade7e"></a> <a id="orge94c7cf"></a>
{{< figure src="/ox-hugo/taghirad13_stewart_schematic.png" caption="Figure 6: Geometry of a Stewart-Gough platform" >}} {{< figure src="/ox-hugo/taghirad13_stewart_schematic.png" caption="Figure 6: Geometry of a Stewart-Gough platform" >}}
@ -586,7 +586,7 @@ The complexity of the problem depends widely on the manipulator architecture and
## Jacobian: Velocities and Static Forces {#jacobian-velocities-and-static-forces} ## Jacobian: Velocities and Static Forces {#jacobian-velocities-and-static-forces}
<a id="org150c88f"></a> <a id="org38c567b"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -683,7 +683,7 @@ The matrix \\(\bm{\Omega}^\times\\) denotes a **skew-symmetric matrix** defined
Now consider the general motion of a rigid body shown in Figure [fig:general_motion](#fig:general_motion), in which a moving frame \\(\\{\bm{B}\\}\\) is attached to the rigid body and **the problem is to find the absolute velocity** of point \\(P\\) with respect to a fixed frame \\(\\{\bm{A}\\}\\). Now consider the general motion of a rigid body shown in Figure [fig:general_motion](#fig:general_motion), in which a moving frame \\(\\{\bm{B}\\}\\) is attached to the rigid body and **the problem is to find the absolute velocity** of point \\(P\\) with respect to a fixed frame \\(\\{\bm{A}\\}\\).
<a id="org29fa342"></a> <a id="org11c1eb3"></a>
{{< figure src="/ox-hugo/taghirad13_general_motion.png" caption="Figure 7: Instantaneous velocity of a point \\(P\\) with respect to a moving frame \\(\\{\bm{B}\\}\\)" >}} {{< figure src="/ox-hugo/taghirad13_general_motion.png" caption="Figure 7: Instantaneous velocity of a point \\(P\\) with respect to a moving frame \\(\\{\bm{B}\\}\\)" >}}
@ -942,7 +942,7 @@ We obtain that the **Jacobian matrix** constructs the **transformation needed to
As shown in Figure [fig:stewart_static_forces](#fig:stewart_static_forces), the twist of moving platform is described by a 6D vector \\(\dot{\bm{\mathcal{X}}} = \left[ {}^A\bm{v}\_P \ {}^A\bm{\omega} \right]^T\\), in which \\({}^A\bm{v}\_P\\) is the velocity of point \\(O\_B\\), and \\({}^A\bm{\omega}\\) is the angular velocity of moving platform.<br /> As shown in Figure [fig:stewart_static_forces](#fig:stewart_static_forces), the twist of moving platform is described by a 6D vector \\(\dot{\bm{\mathcal{X}}} = \left[ {}^A\bm{v}\_P \ {}^A\bm{\omega} \right]^T\\), in which \\({}^A\bm{v}\_P\\) is the velocity of point \\(O\_B\\), and \\({}^A\bm{\omega}\\) is the angular velocity of moving platform.<br />
<a id="org55b47c8"></a> <a id="org0f1d628"></a>
{{< figure src="/ox-hugo/taghirad13_stewart_static_forces.png" caption="Figure 8: Free-body diagram of forces and moments action on the moving platform and each limb of the Stewart-Gough platform" >}} {{< figure src="/ox-hugo/taghirad13_stewart_static_forces.png" caption="Figure 8: Free-body diagram of forces and moments action on the moving platform and each limb of the Stewart-Gough platform" >}}
@ -1099,7 +1099,7 @@ in which \\(\sigma\_{\text{min}}\\) and \\(\sigma\_{\text{max}}\\) are the small
In this section, we restrict our analysis to a 3-6 structure (Figure [fig:stewart36](#fig:stewart36)) in which there exist six distinct attachment points \\(A\_i\\) on the fixed base and three moving attachment point \\(B\_i\\). In this section, we restrict our analysis to a 3-6 structure (Figure [fig:stewart36](#fig:stewart36)) in which there exist six distinct attachment points \\(A\_i\\) on the fixed base and three moving attachment point \\(B\_i\\).
<a id="org2921078"></a> <a id="org6af41c5"></a>
{{< figure src="/ox-hugo/taghirad13_stewart36.png" caption="Figure 9: Schematic of a 3-6 Stewart-Gough platform" >}} {{< figure src="/ox-hugo/taghirad13_stewart36.png" caption="Figure 9: Schematic of a 3-6 Stewart-Gough platform" >}}
@ -1129,7 +1129,7 @@ The largest axis of the stiffness transformation hyper-ellipsoid is given by thi
## Dynamics {#dynamics} ## Dynamics {#dynamics}
<a id="orgd3cd6ba"></a> <a id="orgd984da7"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -1260,7 +1260,7 @@ For the case where \\(P\\) is a point embedded in the rigid body, \\({}^B\bm{v}\
In this section, the properties of mass, namely **center of mass**, **moments of inertia** and its characteristics and the required transformations are described. In this section, the properties of mass, namely **center of mass**, **moments of inertia** and its characteristics and the required transformations are described.
<a id="orgdfab15a"></a> <a id="org7171a0f"></a>
{{< figure src="/ox-hugo/taghirad13_mass_property_rigid_body.png" caption="Figure 10: Mass properties of a rigid body" >}} {{< figure src="/ox-hugo/taghirad13_mass_property_rigid_body.png" caption="Figure 10: Mass properties of a rigid body" >}}
@ -1374,7 +1374,7 @@ in which \\({}^A\bm{v}\_C\\) denotes the velocity of the center of mass with res
This result implies that the **total linear momentum** of differential masses is equal to the linear momentum of a **point mass** \\(m\\) located at the **center of mass**. This result implies that the **total linear momentum** of differential masses is equal to the linear momentum of a **point mass** \\(m\\) located at the **center of mass**.
This highlights the important of the center of mass in dynamic formulation of rigid bodies. This highlights the important of the center of mass in dynamic formulation of rigid bodies.
<a id="org0c8049e"></a> <a id="orgde6a757"></a>
{{< figure src="/ox-hugo/taghirad13_angular_momentum_rigid_body.png" caption="Figure 11: The components of the angular momentum of a rigid body about \\(A\\)" >}} {{< figure src="/ox-hugo/taghirad13_angular_momentum_rigid_body.png" caption="Figure 11: The components of the angular momentum of a rigid body about \\(A\\)" >}}
@ -1519,7 +1519,7 @@ The position vector of these two center of masses can be determined by the follo
\bm{p}\_{i\_2} &= \bm{a}\_{i} + ( l\_i - c\_{i\_2}) \hat{\bm{s}}\_{i} \bm{p}\_{i\_2} &= \bm{a}\_{i} + ( l\_i - c\_{i\_2}) \hat{\bm{s}}\_{i}
\end{align} \end{align}
<a id="orgc1e3ded"></a> <a id="orgf958c25"></a>
{{< figure src="/ox-hugo/taghirad13_free_body_diagram_stewart.png" caption="Figure 12: Free-body diagram of the limbs and the moving platform of a general Stewart-Gough manipulator" >}} {{< figure src="/ox-hugo/taghirad13_free_body_diagram_stewart.png" caption="Figure 12: Free-body diagram of the limbs and the moving platform of a general Stewart-Gough manipulator" >}}
@ -1733,7 +1733,7 @@ in which
As shown in Figure [fig:stewart_forward_dynamics](#fig:stewart_forward_dynamics), it is **assumed that actuator forces and external disturbance wrench applied to the manipulator are given and the resulting trajectory of the moving platform is to be determined**. As shown in Figure [fig:stewart_forward_dynamics](#fig:stewart_forward_dynamics), it is **assumed that actuator forces and external disturbance wrench applied to the manipulator are given and the resulting trajectory of the moving platform is to be determined**.
<a id="orgff76393"></a> <a id="org8b83807"></a>
{{< figure src="/ox-hugo/taghirad13_stewart_forward_dynamics.png" caption="Figure 13: Flowchart of forward dynamics implementation sequence" >}} {{< figure src="/ox-hugo/taghirad13_stewart_forward_dynamics.png" caption="Figure 13: Flowchart of forward dynamics implementation sequence" >}}
@ -1766,7 +1766,7 @@ Therefore, actuator forces \\(\bm{\tau}\\) are computed in the simulation from
\bm{\tau} = \bm{J}^{-T} \left( \bm{M}(\bm{\mathcal{X}})\ddot{\bm{\mathcal{X}}} + \bm{C}(\bm{\mathcal{X}}, \dot{\bm{\mathcal{X}}})\dot{\bm{\mathcal{X}}} + \bm{G}(\bm{\mathcal{X}}) - \bm{\mathcal{F}}\_d \right) \bm{\tau} = \bm{J}^{-T} \left( \bm{M}(\bm{\mathcal{X}})\ddot{\bm{\mathcal{X}}} + \bm{C}(\bm{\mathcal{X}}, \dot{\bm{\mathcal{X}}})\dot{\bm{\mathcal{X}}} + \bm{G}(\bm{\mathcal{X}}) - \bm{\mathcal{F}}\_d \right)
\end{equation} \end{equation}
<a id="org077ac35"></a> <a id="orgcbf6970"></a>
{{< figure src="/ox-hugo/taghirad13_stewart_inverse_dynamics.png" caption="Figure 14: Flowchart of inverse dynamics implementation sequence" >}} {{< figure src="/ox-hugo/taghirad13_stewart_inverse_dynamics.png" caption="Figure 14: Flowchart of inverse dynamics implementation sequence" >}}
@ -1791,7 +1791,7 @@ Therefore, actuator forces \\(\bm{\tau}\\) are computed in the simulation from
## Motion Control {#motion-control} ## Motion Control {#motion-control}
<a id="orgdd65dc9"></a> <a id="orgb8c5c9a"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -1812,7 +1812,7 @@ However, using advanced techniques in nonlinear and MIMO control permits to over
### Controller Topology {#controller-topology} ### Controller Topology {#controller-topology}
<a id="org5d92117"></a> <a id="orgc22859b"></a>
<div class="cbox"> <div class="cbox">
<div></div> <div></div>
@ -1861,7 +1861,7 @@ Figure [fig:general_topology_motion_feedback](#fig:general_topology_motion_feedb
In such a structure, the measured position and orientation of the manipulator is compared to its desired value to generate the **motion error vector** \\(\bm{e}\_\mathcal{X}\\). In such a structure, the measured position and orientation of the manipulator is compared to its desired value to generate the **motion error vector** \\(\bm{e}\_\mathcal{X}\\).
The controller uses this error information to generate suitable commands for the actuators to minimize the tracking error.<br /> The controller uses this error information to generate suitable commands for the actuators to minimize the tracking error.<br />
<a id="orga16758c"></a> <a id="org4fc2d12"></a>
{{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback.png" caption="Figure 15: The general topology of motion feedback control: motion variable \\(\bm{\mathcal{X}}\\) is measured" >}} {{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback.png" caption="Figure 15: The general topology of motion feedback control: motion variable \\(\bm{\mathcal{X}}\\) is measured" >}}
@ -1871,7 +1871,7 @@ The relation between the **differential motion variables** \\(\dot{\bm{q}}\\) an
It is then possible to use the forward kinematic analysis to calculate \\(\bm{\mathcal{X}}\\) from the measured joint variables \\(\bm{q}\\), and one may use the control topology depicted in Figure [fig:general_topology_motion_feedback_bis](#fig:general_topology_motion_feedback_bis) to implement such a controller. It is then possible to use the forward kinematic analysis to calculate \\(\bm{\mathcal{X}}\\) from the measured joint variables \\(\bm{q}\\), and one may use the control topology depicted in Figure [fig:general_topology_motion_feedback_bis](#fig:general_topology_motion_feedback_bis) to implement such a controller.
<a id="org72c22c0"></a> <a id="org5f9aadc"></a>
{{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback_bis.png" caption="Figure 16: The general topology of motion feedback control: the active joint variable \\(\bm{q}\\) is measured" >}} {{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback_bis.png" caption="Figure 16: The general topology of motion feedback control: the active joint variable \\(\bm{q}\\) is measured" >}}
@ -1885,7 +1885,7 @@ To overcome the implementation problem of the control topology in Figure [fig:ge
In this topology, depicted in Figure [fig:general_topology_motion_feedback_ter](#fig:general_topology_motion_feedback_ter), the desired motion trajectory of the robot \\(\bm{\mathcal{X}}\_d\\) is used in an **inverse kinematic analysis** to find the corresponding desired values for joint variable \\(\bm{q}\_d\\). In this topology, depicted in Figure [fig:general_topology_motion_feedback_ter](#fig:general_topology_motion_feedback_ter), the desired motion trajectory of the robot \\(\bm{\mathcal{X}}\_d\\) is used in an **inverse kinematic analysis** to find the corresponding desired values for joint variable \\(\bm{q}\_d\\).
Hence, the controller is designed based on the **joint space error** \\(\bm{e}\_q\\). Hence, the controller is designed based on the **joint space error** \\(\bm{e}\_q\\).
<a id="org65fcdb0"></a> <a id="org77aede7"></a>
{{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback_ter.png" caption="Figure 17: The general topology of motion feedback control: the active joint variable \\(\bm{q}\\) is measured, and the inverse kinematic analysis is used" >}} {{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback_ter.png" caption="Figure 17: The general topology of motion feedback control: the active joint variable \\(\bm{q}\\) is measured, and the inverse kinematic analysis is used" >}}
@ -1899,7 +1899,7 @@ For the topology in Figure [fig:general_topology_motion_feedback_ter](#fig:gener
To generate a **direct input to output relation in the task space**, consider the topology depicted in Figure [fig:general_topology_motion_feedback_quater](#fig:general_topology_motion_feedback_quater). To generate a **direct input to output relation in the task space**, consider the topology depicted in Figure [fig:general_topology_motion_feedback_quater](#fig:general_topology_motion_feedback_quater).
A force distribution block is added which maps the generated wrench in the task space \\(\bm{\mathcal{F}}\\), to its corresponding actuator forces/torque \\(\bm{\tau}\\). A force distribution block is added which maps the generated wrench in the task space \\(\bm{\mathcal{F}}\\), to its corresponding actuator forces/torque \\(\bm{\tau}\\).
<a id="orgf53b839"></a> <a id="org8333055"></a>
{{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback_quater.png" caption="Figure 18: The general topology of motion feedback control in task space: the motion variable \\(\bm{\mathcal{X}}\\) is measured, and the controller output generates wrench in task space" >}} {{< figure src="/ox-hugo/taghirad13_general_topology_motion_feedback_quater.png" caption="Figure 18: The general topology of motion feedback control in task space: the motion variable \\(\bm{\mathcal{X}}\\) is measured, and the controller output generates wrench in task space" >}}
@ -1909,7 +1909,7 @@ For a fully parallel manipulator such as the Stewart-Gough platform, this mappin
### Motion Control in Task Space {#motion-control-in-task-space} ### Motion Control in Task Space {#motion-control-in-task-space}
<a id="org7befb5a"></a> <a id="org150e0e5"></a>
#### Decentralized PD Control {#decentralized-pd-control} #### Decentralized PD Control {#decentralized-pd-control}
@ -1918,7 +1918,7 @@ In the control structure in Figure [fig:decentralized_pd_control_task_space](#fi
The decentralized controller consists of **six disjoint linear controllers** acting on each error component \\(\bm{e}\_x = [e\_x,\ e\_y,\ e\_z,\ e\_{\theta\_x},\ e\_{\theta\_y},\ e\_{\theta\_z}]\\). The decentralized controller consists of **six disjoint linear controllers** acting on each error component \\(\bm{e}\_x = [e\_x,\ e\_y,\ e\_z,\ e\_{\theta\_x},\ e\_{\theta\_y},\ e\_{\theta\_z}]\\).
The PD controller is denoted by \\(\bm{K}\_d s + \bm{K}\_p\\), in which \\(\bm{K}\_d\\) and \\(\bm{K}\_p\\) are \\(6 \times 6\\) **diagonal matrices** denoting the derivative and proportional controller gains for each error term. The PD controller is denoted by \\(\bm{K}\_d s + \bm{K}\_p\\), in which \\(\bm{K}\_d\\) and \\(\bm{K}\_p\\) are \\(6 \times 6\\) **diagonal matrices** denoting the derivative and proportional controller gains for each error term.
<a id="org84d7f6d"></a> <a id="orgfda4591"></a>
{{< figure src="/ox-hugo/taghirad13_decentralized_pd_control_task_space.png" caption="Figure 19: Decentralized PD controller implemented in task space" >}} {{< figure src="/ox-hugo/taghirad13_decentralized_pd_control_task_space.png" caption="Figure 19: Decentralized PD controller implemented in task space" >}}
@ -1941,7 +1941,7 @@ A feedforward wrench denoted by \\(\bm{\mathcal{F}}\_{ff}\\) may be added to the
This term is generated from the dynamic model of the manipulator in the task space, represented in a closed form by the following equation: This term is generated from the dynamic model of the manipulator in the task space, represented in a closed form by the following equation:
\\[ \bm{\mathcal{F}}\_{ff} = \bm{\hat{M}}(\bm{\mathcal{X}}\_d)\ddot{\bm{\mathcal{X}}}\_d + \bm{\hat{C}}(\bm{\mathcal{X}}\_d, \dot{\bm{\mathcal{X}}}\_d)\dot{\bm{\mathcal{X}}}\_d + \bm{\hat{G}}(\bm{\mathcal{X}}\_d) \\] \\[ \bm{\mathcal{F}}\_{ff} = \bm{\hat{M}}(\bm{\mathcal{X}}\_d)\ddot{\bm{\mathcal{X}}}\_d + \bm{\hat{C}}(\bm{\mathcal{X}}\_d, \dot{\bm{\mathcal{X}}}\_d)\dot{\bm{\mathcal{X}}}\_d + \bm{\hat{G}}(\bm{\mathcal{X}}\_d) \\]
<a id="org11304dd"></a> <a id="org268a1e4"></a>
{{< figure src="/ox-hugo/taghirad13_feedforward_control_task_space.png" caption="Figure 20: Feed forward wrench added to the decentralized PD controller in task space" >}} {{< figure src="/ox-hugo/taghirad13_feedforward_control_task_space.png" caption="Figure 20: Feed forward wrench added to the decentralized PD controller in task space" >}}
@ -2004,7 +2004,7 @@ Furthermore, mass matrix is added in the forward path in addition to the desired
As for the feedforward control, the **dynamics and kinematic parameters of the robot are needed**, and in practice estimates of these matrices are used.<br /> As for the feedforward control, the **dynamics and kinematic parameters of the robot are needed**, and in practice estimates of these matrices are used.<br />
<a id="org7bcc842"></a> <a id="org940acc6"></a>
{{< figure src="/ox-hugo/taghirad13_inverse_dynamics_control_task_space.png" caption="Figure 21: General configuration of inverse dynamics control implemented in task space" >}} {{< figure src="/ox-hugo/taghirad13_inverse_dynamics_control_task_space.png" caption="Figure 21: General configuration of inverse dynamics control implemented in task space" >}}
@ -2126,14 +2126,14 @@ in which
\\[ \bm{\eta} = \bm{M}^{-1} \left( \tilde{\bm{M}} \bm{a}\_r + \tilde{\bm{C}} \dot{\bm{\mathcal{X}}} + \tilde{\bm{G}} \right) \\] \\[ \bm{\eta} = \bm{M}^{-1} \left( \tilde{\bm{M}} \bm{a}\_r + \tilde{\bm{C}} \dot{\bm{\mathcal{X}}} + \tilde{\bm{G}} \right) \\]
is a measure of modeling uncertainty. is a measure of modeling uncertainty.
<a id="org3cb985a"></a> <a id="org1efbcea"></a>
{{< figure src="/ox-hugo/taghirad13_robust_inverse_dynamics_task_space.png" caption="Figure 22: General configuration of robust inverse dynamics control implemented in the task space" >}} {{< figure src="/ox-hugo/taghirad13_robust_inverse_dynamics_task_space.png" caption="Figure 22: General configuration of robust inverse dynamics control implemented in the task space" >}}
#### Adaptive Inverse Dynamics Control {#adaptive-inverse-dynamics-control} #### Adaptive Inverse Dynamics Control {#adaptive-inverse-dynamics-control}
<a id="org2d5c44d"></a> <a id="org3ba363b"></a>
{{< figure src="/ox-hugo/taghirad13_adaptative_inverse_control_task_space.png" caption="Figure 23: General configuration of adaptative inverse dynamics control implemented in task space" >}} {{< figure src="/ox-hugo/taghirad13_adaptative_inverse_control_task_space.png" caption="Figure 23: General configuration of adaptative inverse dynamics control implemented in task space" >}}
@ -2218,7 +2218,7 @@ In this control structure, depicted in Figure [fig:decentralized_pd_control_join
The PD controller is denoted by \\(\bm{K}\_d s + \bm{K}\_p\\), where \\(\bm{K}\_d\\) and \\(\bm{K}\_p\\) are \\(n \times n\\) **diagonal** matrices denoting the derivative and proportional controller gains, respectively.<br /> The PD controller is denoted by \\(\bm{K}\_d s + \bm{K}\_p\\), where \\(\bm{K}\_d\\) and \\(\bm{K}\_p\\) are \\(n \times n\\) **diagonal** matrices denoting the derivative and proportional controller gains, respectively.<br />
<a id="orgef87ac5"></a> <a id="org76e13fd"></a>
{{< figure src="/ox-hugo/taghirad13_decentralized_pd_control_joint_space.png" caption="Figure 24: Decentralized PD controller implemented in joint space" >}} {{< figure src="/ox-hugo/taghirad13_decentralized_pd_control_joint_space.png" caption="Figure 24: Decentralized PD controller implemented in joint space" >}}
@ -2240,7 +2240,7 @@ To remedy these shortcomings, some modifications have been proposed to this stru
The tracking performance of the simple PD controller implemented in the joint space is usually not sufficient at different configurations. The tracking performance of the simple PD controller implemented in the joint space is usually not sufficient at different configurations.
To improve the tracking performance, a feedforward actuator force denoted by \\(\bm{\tau}\_{ff}\\) may be added to the structure of the controller as depicted in Figure [fig:feedforward_pd_control_joint_space](#fig:feedforward_pd_control_joint_space). To improve the tracking performance, a feedforward actuator force denoted by \\(\bm{\tau}\_{ff}\\) may be added to the structure of the controller as depicted in Figure [fig:feedforward_pd_control_joint_space](#fig:feedforward_pd_control_joint_space).
<a id="org7dd1247"></a> <a id="org2c14a9b"></a>
{{< figure src="/ox-hugo/taghirad13_feedforward_pd_control_joint_space.png" caption="Figure 25: Feed forward actuator force added to the decentralized PD controller in joint space" >}} {{< figure src="/ox-hugo/taghirad13_feedforward_pd_control_joint_space.png" caption="Figure 25: Feed forward actuator force added to the decentralized PD controller in joint space" >}}
@ -2288,7 +2288,7 @@ Furthermore, the mass matrix is acting in the **forward path**, in addition to t
Note that to generate this term, the **dynamic formulation** of the robot, and its **kinematic and dynamic parameters are needed**. Note that to generate this term, the **dynamic formulation** of the robot, and its **kinematic and dynamic parameters are needed**.
In practice, exact knowledge of dynamic matrices are not available, and there estimates are used.<br /> In practice, exact knowledge of dynamic matrices are not available, and there estimates are used.<br />
<a id="orgd592b03"></a> <a id="org5a0256f"></a>
{{< figure src="/ox-hugo/taghirad13_inverse_dynamics_control_joint_space.png" caption="Figure 26: General configuration of inverse dynamics control implemented in joint space" >}} {{< figure src="/ox-hugo/taghirad13_inverse_dynamics_control_joint_space.png" caption="Figure 26: General configuration of inverse dynamics control implemented in joint space" >}}
@ -2564,7 +2564,7 @@ Hence, it is recommended to design and implement controllers in the task space,
## Force Control {#force-control} ## Force Control {#force-control}
<a id="org7035f2e"></a> <a id="orgdf33a95"></a>
### Introduction {#introduction} ### Introduction {#introduction}
@ -2620,7 +2620,7 @@ The output control loop is called the **primary loop**, while the inner loop is
</div> </div>
<a id="orgc775ba2"></a> <a id="orgd47df8e"></a>
{{< figure src="/ox-hugo/taghirad13_cascade_control.png" caption="Figure 27: Block diagram of a closed-loop system with cascade control" >}} {{< figure src="/ox-hugo/taghirad13_cascade_control.png" caption="Figure 27: Block diagram of a closed-loop system with cascade control" >}}
@ -2654,7 +2654,7 @@ As seen in Figure [fig:taghira13_cascade_force_outer_loop](#fig:taghira13_cascad
The output of motion controller is also designed in the task space, and to convert it to implementable actuator force \\(\bm{\tau}\\), the force distribution block is considered in this topology.<br /> The output of motion controller is also designed in the task space, and to convert it to implementable actuator force \\(\bm{\tau}\\), the force distribution block is considered in this topology.<br />
<a id="orgc0138a8"></a> <a id="orgcaad9c0"></a>
{{< figure src="/ox-hugo/taghira13_cascade_force_outer_loop.png" caption="Figure 28: Cascade topology of force feedback control: position in inner loop and force in outer loop. Moving platform wrench \\(\bm{\mathcal{F}}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured in the task space" >}} {{< figure src="/ox-hugo/taghira13_cascade_force_outer_loop.png" caption="Figure 28: Cascade topology of force feedback control: position in inner loop and force in outer loop. Moving platform wrench \\(\bm{\mathcal{F}}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured in the task space" >}}
@ -2662,7 +2662,7 @@ Other alternatives for force control topology may be suggested based on the vari
If the force is measured in the joint space, the topology suggested in Figure [fig:taghira13_cascade_force_outer_loop_tau](#fig:taghira13_cascade_force_outer_loop_tau) can be used. If the force is measured in the joint space, the topology suggested in Figure [fig:taghira13_cascade_force_outer_loop_tau](#fig:taghira13_cascade_force_outer_loop_tau) can be used.
In this topology, the measured actuator force vector \\(\bm{\tau}\\) is mapped into its corresponding wrench in the task space by the Jacobian transpose mapping \\(\bm{\mathcal{F}} = \bm{J}^T \bm{\tau}\\).<br /> In this topology, the measured actuator force vector \\(\bm{\tau}\\) is mapped into its corresponding wrench in the task space by the Jacobian transpose mapping \\(\bm{\mathcal{F}} = \bm{J}^T \bm{\tau}\\).<br />
<a id="orgf060936"></a> <a id="org4d873db"></a>
{{< figure src="/ox-hugo/taghira13_cascade_force_outer_loop_tau.png" caption="Figure 29: Cascade topology of force feedback control: position in inner loop and force in outer loop. Actuator forces \\(\bm{\tau}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured" >}} {{< figure src="/ox-hugo/taghira13_cascade_force_outer_loop_tau.png" caption="Figure 29: Cascade topology of force feedback control: position in inner loop and force in outer loop. Actuator forces \\(\bm{\tau}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured" >}}
@ -2673,7 +2673,7 @@ However, as the inner loop is constructed in the joint space, the desired motion
Therefore, the structure and characteristics of the position controller in this topology is totally different from that given in the first two topologies.<br /> Therefore, the structure and characteristics of the position controller in this topology is totally different from that given in the first two topologies.<br />
<a id="orgfe2ecb4"></a> <a id="org9ceb5ca"></a>
{{< figure src="/ox-hugo/taghira13_cascade_force_outer_loop_tau_q.png" caption="Figure 30: Cascade topology of force feedback control: position in inner loop and force in outer loop. Actuator forces \\(\bm{\tau}\\) and joint motion variable \\(\bm{q}\\) are measured in the joint space" >}} {{< figure src="/ox-hugo/taghira13_cascade_force_outer_loop_tau_q.png" caption="Figure 30: Cascade topology of force feedback control: position in inner loop and force in outer loop. Actuator forces \\(\bm{\tau}\\) and joint motion variable \\(\bm{q}\\) are measured in the joint space" >}}
@ -2691,7 +2691,7 @@ By this means, when the manipulator is not in contact with a stiff environment,
However, when there is interacting wrench \\(\bm{\mathcal{F}}\_e\\) applied to the moving platform, this structure controls the force-motion relation. However, when there is interacting wrench \\(\bm{\mathcal{F}}\_e\\) applied to the moving platform, this structure controls the force-motion relation.
This configuration may be seen as if the **outer loop generates a desired force trajectory for the inner loop**.<br /> This configuration may be seen as if the **outer loop generates a desired force trajectory for the inner loop**.<br />
<a id="org1509ffc"></a> <a id="org5c867f3"></a>
{{< figure src="/ox-hugo/taghira13_cascade_force_inner_loop_F.png" caption="Figure 31: Cascade topology of force feedback control: force in inner loop and position in outer loop. Moving platform wrench \\(\bm{\mathcal{F}}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured in the task space" >}} {{< figure src="/ox-hugo/taghira13_cascade_force_inner_loop_F.png" caption="Figure 31: Cascade topology of force feedback control: force in inner loop and position in outer loop. Moving platform wrench \\(\bm{\mathcal{F}}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured in the task space" >}}
@ -2699,7 +2699,7 @@ Other alternatives for control topology may be suggested based on the variations
If the force is measured in the joint space, control topology shown in Figure [fig:taghira13_cascade_force_inner_loop_tau](#fig:taghira13_cascade_force_inner_loop_tau) can be used. If the force is measured in the joint space, control topology shown in Figure [fig:taghira13_cascade_force_inner_loop_tau](#fig:taghira13_cascade_force_inner_loop_tau) can be used.
In such case, the Jacobian transpose is used to map the actuator force to its corresponding wrench in the task space.<br /> In such case, the Jacobian transpose is used to map the actuator force to its corresponding wrench in the task space.<br />
<a id="org4e33f80"></a> <a id="orgfd8c86d"></a>
{{< figure src="/ox-hugo/taghira13_cascade_force_inner_loop_tau.png" caption="Figure 32: Cascade topology of force feedback control: force in inner loop and position in outer loop. Actuator forces \\(\bm{\tau}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured" >}} {{< figure src="/ox-hugo/taghira13_cascade_force_inner_loop_tau.png" caption="Figure 32: Cascade topology of force feedback control: force in inner loop and position in outer loop. Actuator forces \\(\bm{\tau}\\) and motion variable \\(\bm{\mathcal{X}}\\) are measured" >}}
@ -2708,7 +2708,7 @@ The inner loop is based on the measured actuator force vector in the joint space
In this topology, the desired motion in the task space is mapped into the joint space using **inverse kinematic** solution, and **both the position and force feedback controllers are designed in the joint space**. In this topology, the desired motion in the task space is mapped into the joint space using **inverse kinematic** solution, and **both the position and force feedback controllers are designed in the joint space**.
Thus, independent controllers for each joint may be suitable for this topology. Thus, independent controllers for each joint may be suitable for this topology.
<a id="org159af61"></a> <a id="orgb14099e"></a>
{{< figure src="/ox-hugo/taghira13_cascade_force_inner_loop_tau_q.png" caption="Figure 33: Cascade topology of force feedback control: force in inner loop and position in outer loop. Actuator forces \\(\bm{\tau}\\) and joint motion variable \\(\bm{q}\\) are measured in the joint space" >}} {{< figure src="/ox-hugo/taghira13_cascade_force_inner_loop_tau_q.png" caption="Figure 33: Cascade topology of force feedback control: force in inner loop and position in outer loop. Actuator forces \\(\bm{\tau}\\) and joint motion variable \\(\bm{q}\\) are measured in the joint space" >}}
@ -2727,7 +2727,7 @@ Thus, independent controllers for each joint may be suitable for this topology.
### Direct Force Control {#direct-force-control} ### Direct Force Control {#direct-force-control}
<a id="orgb779c33"></a> <a id="org7c9ebd7"></a>
{{< figure src="/ox-hugo/taghira13_direct_force_control.png" caption="Figure 34: Direct force control scheme, force feedback in the outer loop and motion feedback in the inner loop" >}} {{< figure src="/ox-hugo/taghira13_direct_force_control.png" caption="Figure 34: Direct force control scheme, force feedback in the outer loop and motion feedback in the inner loop" >}}
@ -2818,7 +2818,7 @@ The impedance of the system may be found from the Laplace transform of the above
</div> </div>
<a id="orge490c94"></a> <a id="org901be89"></a>
{{< figure src="/ox-hugo/taghirad13_impedance_control_rlc.png" caption="Figure 35: Analogy of electrical impedance in (a) an electrical RLC circuit to (b) a mechanical mass-spring-damper system" >}} {{< figure src="/ox-hugo/taghirad13_impedance_control_rlc.png" caption="Figure 35: Analogy of electrical impedance in (a) an electrical RLC circuit to (b) a mechanical mass-spring-damper system" >}}
@ -2877,7 +2877,7 @@ Moreover, direct force-tracking objective is not assigned in this control scheme
However, an auxiliary force trajectory \\(\bm{\mathcal{F}}\_a\\) is generated from the motion control law and is used as the reference for the force tracking. However, an auxiliary force trajectory \\(\bm{\mathcal{F}}\_a\\) is generated from the motion control law and is used as the reference for the force tracking.
By this means, no prescribed force trajectory is tracked, while the **motion control scheme would advise a force trajectory for the robot to ensure the desired impedance regulation**.<br /> By this means, no prescribed force trajectory is tracked, while the **motion control scheme would advise a force trajectory for the robot to ensure the desired impedance regulation**.<br />
<a id="org9902c61"></a> <a id="orgf153bfe"></a>
{{< figure src="/ox-hugo/taghira13_impedance_control.png" caption="Figure 36: Impedance control scheme; motion feedback in the outer loop and force feedback in the inner loop" >}} {{< figure src="/ox-hugo/taghira13_impedance_control.png" caption="Figure 36: Impedance control scheme; motion feedback in the outer loop and force feedback in the inner loop" >}}
@ -2912,5 +2912,7 @@ However, if the robot is moving freely in space and has no interaction with the
The impedance control scheme is very popular in practice, wherein tuning the force and motion relation in a robot manipulator interacting with a stiff environment is the prime objective. The impedance control scheme is very popular in practice, wherein tuning the force and motion relation in a robot manipulator interacting with a stiff environment is the prime objective.
However, note that for a good performance, an accurate model of the system is required, and the obtained force and motion dynamics are not robust to modeling uncertainty. However, note that for a good performance, an accurate model of the system is required, and the obtained force and motion dynamics are not robust to modeling uncertainty.
# Bibliography
<a id="taghirad13_paral"></a>Taghirad, H., *Parallel robots : mechanics and control* (2013), Boca Raton, FL: CRC Press. [](#1a9683d2a60e031fa9b8ed16f4944c9f) ## Bibliography {#bibliography}
<a id="orgae7076f"></a>Taghirad, Hamid. 2013. _Parallel Robots : Mechanics and Control_. Boca Raton, FL: CRC Press.

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@ -148,21 +148,21 @@ Three factors influence the performance:
The DEB helps identifying which disturbance is the limiting factor, and it should be investigated if the controller can deal with this disturbance before re-designing the plant. The DEB helps identifying which disturbance is the limiting factor, and it should be investigated if the controller can deal with this disturbance before re-designing the plant.
The modelling of disturbance as stochastic variables, is by excellence suitable for the optimal stochastic control framework. The modelling of disturbance as stochastic variables, is by excellence suitable for the optimal stochastic control framework.
In Figure [1](#orgf051865), the generalized plant maps the disturbances to the performance channels. In Figure [1](#org30a4301), the generalized plant maps the disturbances to the performance channels.
By minimizing the \\(\mathcal{H}\_2\\) system norm of the generalized plant, the variance of the performance channels is minimized. By minimizing the \\(\mathcal{H}\_2\\) system norm of the generalized plant, the variance of the performance channels is minimized.
<a id="orgf051865"></a> <a id="org30a4301"></a>
{{< figure src="/ox-hugo/jabben07_general_plant.png" caption="Figure 1: Control system with the generalized plant \\(G\\). The performance channels are stacked in \\(z\\), while the controller input is denoted with \\(y\\)" >}} {{< figure src="/ox-hugo/jabben07_general_plant.png" caption="Figure 1: Control system with the generalized plant \\(G\\). The performance channels are stacked in \\(z\\), while the controller input is denoted with \\(y\\)" >}}
#### Using Weighting Filters for Disturbance Modelling {#using-weighting-filters-for-disturbance-modelling} #### Using Weighting Filters for Disturbance Modelling {#using-weighting-filters-for-disturbance-modelling}
Since disturbances are generally not white, the system of Figure [1](#orgf051865) needs to be augmented with so called **disturbance weighting filters**. Since disturbances are generally not white, the system of Figure [1](#org30a4301) needs to be augmented with so called **disturbance weighting filters**.
A disturbance weighting filter gives the disturbance PSD when white noise as input is applied. A disturbance weighting filter gives the disturbance PSD when white noise as input is applied.
This is illustrated in Figure [2](#org35c7d66) where a vector of white noise time signals \\(\underbar{w}(t)\\) is filtered through a weighting filter to obtain the colored physical disturbances \\(w(t)\\) with the desired PSD \\(S\_w\\) . This is illustrated in Figure [2](#org3b94947) where a vector of white noise time signals \\(\underbar{w}(t)\\) is filtered through a weighting filter to obtain the colored physical disturbances \\(w(t)\\) with the desired PSD \\(S\_w\\) .
The generalized plant framework also allows to include **weighting filters for the performance channels**. The generalized plant framework also allows to include **weighting filters for the performance channels**.
This is useful for three reasons: This is useful for three reasons:
@ -171,7 +171,7 @@ This is useful for three reasons:
- some performance channels may be of more importance than others - some performance channels may be of more importance than others
- by using dynamic weighting filters, one can emphasize the performance in a certain frequency range - by using dynamic weighting filters, one can emphasize the performance in a certain frequency range
<a id="org35c7d66"></a> <a id="org3b94947"></a>
{{< figure src="/ox-hugo/jabben07_weighting_functions.png" caption="Figure 2: Control system with the generalized plant \\(G\\) and weighting functions" >}} {{< figure src="/ox-hugo/jabben07_weighting_functions.png" caption="Figure 2: Control system with the generalized plant \\(G\\) and weighting functions" >}}
@ -196,9 +196,9 @@ So, to obtain feasible controllers, the performance channel is a combination of
By choosing suitable weighting filters for \\(y\\) and \\(u\\), the performance can be optimized while keeping the controller effort limited: By choosing suitable weighting filters for \\(y\\) and \\(u\\), the performance can be optimized while keeping the controller effort limited:
\\[ \\|z\\|\_{rms}^2 = \left\\| \begin{bmatrix} y \\ \alpha u \end{bmatrix} \right\\|\_{rms}^2 = \\|y\\|\_{rms}^2 + \alpha^2 \\|u\\|\_{rms}^2 \\] \\[ \\|z\\|\_{rms}^2 = \left\\| \begin{bmatrix} y \\ \alpha u \end{bmatrix} \right\\|\_{rms}^2 = \\|y\\|\_{rms}^2 + \alpha^2 \\|u\\|\_{rms}^2 \\]
By calculation \\(\mathcal{H}\_2\\) optimal controllers for increasing \\(\alpha\\) and plotting the performance \\(\\|y\\|\\) vs the controller effort \\(\\|u\\|\\), the curve as depicted in Figure [3](#org742f80a) is obtained. By calculation \\(\mathcal{H}\_2\\) optimal controllers for increasing \\(\alpha\\) and plotting the performance \\(\\|y\\|\\) vs the controller effort \\(\\|u\\|\\), the curve as depicted in Figure [3](#orgb0b1e78) is obtained.
<a id="org742f80a"></a> <a id="orgb0b1e78"></a>
{{< figure src="/ox-hugo/jabben07_pareto_curve_H2.png" caption="Figure 3: An illustration of a Pareto curve. Each point of the curve represents the performance obtained with an optimal controller. The curve is obtained by varying \\(\alpha\\) and calculating an \\(\mathcal{H}\_2\\) optimal controller for each \\(\alpha\\)." >}} {{< figure src="/ox-hugo/jabben07_pareto_curve_H2.png" caption="Figure 3: An illustration of a Pareto curve. Each point of the curve represents the performance obtained with an optimal controller. The curve is obtained by varying \\(\alpha\\) and calculating an \\(\mathcal{H}\_2\\) optimal controller for each \\(\alpha\\)." >}}

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@ -4,11 +4,15 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}})
Tags Tags
: [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}}) : [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}})
Reference Reference
: <sup id="651e626e040250ee71a0847aec41b60c"><a class="reference-link" href="#monkhorst04_dynam_error_budget" title="Wouter Monkhorst, Dynamic Error Budgeting, a design approach (2004).">(Wouter Monkhorst, 2004)</a></sup> : ([Monkhorst 2004](#org7d7f3f5))
Author(s) Author(s)
: Monkhorst, W. : Monkhorst, W.
@ -95,9 +99,9 @@ Find a controller \\(C\_{\mathcal{H}\_2}\\) which minimizes the \\(\mathcal{H}\_
In order to synthesize an \\(\mathcal{H}\_2\\) controller that will minimize the output error, the total system including disturbances needs to be modeled as a system with zero mean white noise inputs. In order to synthesize an \\(\mathcal{H}\_2\\) controller that will minimize the output error, the total system including disturbances needs to be modeled as a system with zero mean white noise inputs.
This is done by using weighting filter \\(V\_w\\), of which the output signal has a PSD \\(S\_w(f)\\) when the input is zero mean white noise (Figure [1](#org76ddb2c)). This is done by using weighting filter \\(V\_w\\), of which the output signal has a PSD \\(S\_w(f)\\) when the input is zero mean white noise (Figure [1](#org7321040)).
<a id="org76ddb2c"></a> <a id="org7321040"></a>
{{< figure src="/ox-hugo/monkhorst04_weighting_filter.png" caption="Figure 1: The use of a weighting filter \\(V\_w(f)\,[SI]\\) to give the weighted signal \\(\bar{w}(t)\\) a certain PSD \\(S\_w(f)\\)." >}} {{< figure src="/ox-hugo/monkhorst04_weighting_filter.png" caption="Figure 1: The use of a weighting filter \\(V\_w(f)\,[SI]\\) to give the weighted signal \\(\bar{w}(t)\\) a certain PSD \\(S\_w(f)\\)." >}}
@ -108,23 +112,23 @@ The PSD \\(S\_w(f)\\) of the weighted signal is:
Given \\(S\_w(f)\\), \\(V\_w(f)\\) can be obtained using a technique called _spectral factorization_. Given \\(S\_w(f)\\), \\(V\_w(f)\\) can be obtained using a technique called _spectral factorization_.
However, this can be avoided if the modelling of the disturbances is directly done in terms of weighting filters. However, this can be avoided if the modelling of the disturbances is directly done in terms of weighting filters.
Output weighting filters can also be used to scale different outputs relative to each other (Figure [2](#org425ff37)). Output weighting filters can also be used to scale different outputs relative to each other (Figure [2](#orgea16f0b)).
<a id="org425ff37"></a> <a id="orgea16f0b"></a>
{{< figure src="/ox-hugo/monkhorst04_general_weighted_plant.png" caption="Figure 2: The open loop system \\(\bar{G}\\) in series with the diagonal input weightin filter \\(V\_w\\) and diagonal output scaling iflter \\(W\_z\\) defining the generalized plant \\(G\\)" >}} {{< figure src="/ox-hugo/monkhorst04_general_weighted_plant.png" caption="Figure 2: The open loop system \\(\bar{G}\\) in series with the diagonal input weightin filter \\(V\_w\\) and diagonal output scaling iflter \\(W\_z\\) defining the generalized plant \\(G\\)" >}}
#### Output scaling and the Pareto curve {#output-scaling-and-the-pareto-curve} #### Output scaling and the Pareto curve {#output-scaling-and-the-pareto-curve}
In this research, the outputs of the closed loop system (Figure [3](#orgba842f3)) are: In this research, the outputs of the closed loop system (Figure [3](#org95f6ca6)) are:
- the performance (error) signal \\(e\\) - the performance (error) signal \\(e\\)
- the controller output \\(u\\) - the controller output \\(u\\)
In this way, the designer can analyze how much control effort is used to achieve the performance level at the performance output. In this way, the designer can analyze how much control effort is used to achieve the performance level at the performance output.
<a id="orgba842f3"></a> <a id="org95f6ca6"></a>
{{< figure src="/ox-hugo/monkhorst04_closed_loop_H2.png" caption="Figure 3: The closed loop system with weighting filters included. The system has \\(n\\) disturbance inputs and two outputs: the error \\(e\\) and the control signal \\(u\\). The \\(\mathcal{H}\_2\\) minimized the \\(\mathcal{H}\_2\\) norm of this system." >}} {{< figure src="/ox-hugo/monkhorst04_closed_loop_H2.png" caption="Figure 3: The closed loop system with weighting filters included. The system has \\(n\\) disturbance inputs and two outputs: the error \\(e\\) and the control signal \\(u\\). The \\(\mathcal{H}\_2\\) minimized the \\(\mathcal{H}\_2\\) norm of this system." >}}
@ -147,10 +151,7 @@ To achieve the highest degree of prediction accuracy, it is recommended to use t
When an \\(\mathcal{H}\_2\\) controller is synthesized for a particular system, it can give the control designer useful hints about how to control the system best for optimal performance. When an \\(\mathcal{H}\_2\\) controller is synthesized for a particular system, it can give the control designer useful hints about how to control the system best for optimal performance.
Drawbacks however are, that no robustness guarantees can be given and that the order of the \\(\mathcal{H}\_2\\) controller will generally be too high for implementation. Drawbacks however are, that no robustness guarantees can be given and that the order of the \\(\mathcal{H}\_2\\) controller will generally be too high for implementation.
# Bibliography
<a class="bibtex-entry" id="monkhorst04_dynam_error_budget">Monkhorst, W., *Dynamic error budgeting, a design approach* (2004). Delft University.</a> [](#651e626e040250ee71a0847aec41b60c)
## Bibliography {#bibliography}
## Backlinks {#backlinks} <a id="org7d7f3f5"></a>Monkhorst, Wouter. 2004. “Dynamic Error Budgeting, a Design Approach.” Delft University.
- [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}})

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@ -4,14 +4,13 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
Tags
:
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [A concept of active mount for space applications]({{< relref "souleille18_concep_activ_mount_space_applic" >}}) - [A concept of active mount for space applications]({{< relref "souleille18_concep_activ_mount_space_applic" >}})
- [Active isolation and damping of vibrations via stewart platform]({{< relref "hanieh03_activ_stewar" >}}) - [Active isolation and damping of vibrations via stewart platform]({{< relref "hanieh03_activ_stewar" >}})
- [Active damping based on decoupled collocated control]({{< relref "holterman05_activ_dampin_based_decoup_colloc_contr" >}}) - [Active damping based on decoupled collocated control]({{< relref "holterman05_activ_dampin_based_decoup_colloc_contr" >}})
Tags
:
<./biblio/references.bib>

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@ -4,31 +4,20 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Sensor Fusion]({{< relref "sensor_fusion" >}})
Tags Tags
: [Complementary Filters]({{< relref "complementary_filters" >}}) : [Complementary Filters]({{< relref "complementary_filters" >}})
<sup id="89b9470055c4d7f0f1957aa4400df9e8"><a href="#beijen19_mixed_feedb_feedf_contr_desig" title="Michiel Beijen, Marcel Heertjes, Hans Butler, \&amp; Maarten Steinbuch, Mixed Feedback and Feedforward Control Design for Multi-Axis Vibration Isolation Systems, Mechatronics, v(), 106 - 116 (2019).">("Michiel Beijen {\it et al.}, 2019)</a></sup> ([Beijen et al. 2019](#orgb647b35))
<sup id="28a270550e13d2c8d045c9e0a9557945"><a href="#beijen18_distur" title="@phdthesis{beijen18_distur, ([Beijen 2018](#orgb43eced)) (section 6.3.1)
author = {Beijen, MA},
school = {Technische Universiteit Eindhoven},
title = {Disturbance feedforward control for vibration isolation
systems: analysis, design, and implementation},
year = 2018,
}">@phdthesis{beijen18_distur,
author = {Beijen, MA},
school = {Technische Universiteit Eindhoven},
title = {Disturbance feedforward control for vibration isolation
systems: analysis, design, and implementation},
year = 2018,
}</a></sup> (section 6.3.1)
# Bibliography
<a id="beijen19_mixed_feedb_feedf_contr_desig"></a>Beijen, M. A., Heertjes, M. F., Butler, H., & Steinbuch, M., *Mixed feedback and feedforward control design for multi-axis vibration isolation systems*, Mechatronics, *61()*, 106116 (2019). http://dx.doi.org/https://doi.org/10.1016/j.mechatronics.2019.06.005 [](#89b9470055c4d7f0f1957aa4400df9e8)
<a id="beijen18_distur"></a>Beijen, M., *Disturbance feedforward control for vibration isolation systems: analysis, design, and implementation* (Doctoral dissertation) (2018). Technische Universiteit Eindhoven, . [](#28a270550e13d2c8d045c9e0a9557945)
## Backlinks {#backlinks} ## Bibliography {#bibliography}
- [Sensor Fusion]({{< relref "sensor_fusion" >}}) <a id="orgb43eced"></a>Beijen, MA. 2018. “Disturbance Feedforward Control for Vibration Isolation Systems: Analysis, Design, and Implementation.” Technische Universiteit Eindhoven.
<a id="orgb647b35"></a>Beijen, Michiel A., Marcel F. Heertjes, Hans Butler, and Maarten Steinbuch. 2019. “Mixed Feedback and Feedforward Control Design for Multi-Axis Vibration Isolation Systems.” _Mechatronics_ 61:10616. <https://doi.org/https://doi.org/10.1016/j.mechatronics.2019.06.005>.

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@ -4,6 +4,13 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Voice Coil Actuators]({{< relref "voice_coil_actuators" >}})
- [Collocated Control]({{< relref "collocated_control" >}})
- [Comparison and classification of high-precision actuators based on stiffness influencing vibration isolation]({{< relref "ito16_compar_class_high_precis_actuat" >}})
- [Piezoelectric Actuators]({{< relref "piezoelectric_actuators" >}})
Tags Tags
: :
@ -17,26 +24,18 @@ Links to specific actuators:
For vibration isolation: For vibration isolation:
- In ([Ito and Schitter 2016](#org9138007)), the effect of the actuator stiffness on the attainable vibration isolation is studied ([Notes]({{< relref "ito16_compar_class_high_precis_actuat" >}})) - In ([Ito and Schitter 2016](#org04f932d)), the effect of the actuator stiffness on the attainable vibration isolation is studied ([Notes]({{< relref "ito16_compar_class_high_precis_actuat" >}}))
## Brush-less DC Motor {#brush-less-dc-motor} ## Brush-less DC Motor {#brush-less-dc-motor}
- ([Yedamale 2003](#org6977e93)) - ([Yedamale 2003](#orge9272fd))
<https://www.electricaltechnology.org/2016/05/bldc-brushless-dc-motor-construction-working-principle.html> <https://www.electricaltechnology.org/2016/05/bldc-brushless-dc-motor-construction-working-principle.html>
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org9138007"></a>Ito, Shingo, and Georg Schitter. 2016. “Comparison and Classification of High-Precision Actuators Based on Stiffness Influencing Vibration Isolation.” _IEEE/ASME Transactions on Mechatronics_ 21 (2):116978. <https://doi.org/10.1109/tmech.2015.2478658>. <a id="org04f932d"></a>Ito, Shingo, and Georg Schitter. 2016. “Comparison and Classification of High-Precision Actuators Based on Stiffness Influencing Vibration Isolation.” _IEEE/ASME Transactions on Mechatronics_ 21 (2):116978. <https://doi.org/10.1109/tmech.2015.2478658>.
<a id="org6977e93"></a>Yedamale, Padmaraja. 2003. “Brushless Dc (BLDC) Motor Fundamentals.” _Microchip Technology Inc_ 20:315. <a id="orge9272fd"></a>Yedamale, Padmaraja. 2003. “Brushless Dc (BLDC) Motor Fundamentals.” _Microchip Technology Inc_ 20:315.
## Backlinks {#backlinks}
- [Voice Coil Actuators]({{< relref "voice_coil_actuators" >}})
- [Collocated Control]({{< relref "collocated_control" >}})
- [Comparison and classification of high-precision actuators based on stiffness influencing vibration isolation]({{< relref "ito16_compar_class_high_precis_actuat" >}})
- [Piezoelectric Actuators]({{< relref "piezoelectric_actuators" >}})

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@ -10,7 +10,7 @@ Tags
## Collocated/Dual actuator and sensor {#collocated-dual-actuator-and-sensor} ## Collocated/Dual actuator and sensor {#collocated-dual-actuator-and-sensor}
According to <sup id="454500a3af67ef66a7a754d1f2e1bd4a"><a class="reference-link" href="#preumont18_vibrat_contr_activ_struc_fourt_edition" title="Andre Preumont, Vibration Control of Active Structures - Fourth Edition, Springer International Publishing (2018).">(Andre Preumont, 2018)</a></sup>: According to ([Preumont 2018](#org97812d4)):
> A **collocated** control system is a control system where the actuator and the sensor are attached to the same degree of freedom. > A **collocated** control system is a control system where the actuator and the sensor are attached to the same degree of freedom.
> >
@ -19,9 +19,9 @@ According to <sup id="454500a3af67ef66a7a754d1f2e1bd4a"><a class="reference-link
## Nearly Collocated Actuator Sensor Pair {#nearly-collocated-actuator-sensor-pair} ## Nearly Collocated Actuator Sensor Pair {#nearly-collocated-actuator-sensor-pair}
From Figure [1](#org00adcca), it is clear that at some frequency / for some mode, the actuator and the sensor will not be collocated anymore (here starting with mode 3). From Figure [1](#org9754446), it is clear that at some frequency / for some mode, the actuator and the sensor will not be collocated anymore (here starting with mode 3).
<a id="org00adcca"></a> <a id="org9754446"></a>
{{< figure src="/ox-hugo/preumont18_nearly_collocated_schematic.png" caption="Figure 1: Mode shapes for a uniform beam. \\(u\\) and \\(y\\) are not collocated actuator and sensor" >}} {{< figure src="/ox-hugo/preumont18_nearly_collocated_schematic.png" caption="Figure 1: Mode shapes for a uniform beam. \\(u\\) and \\(y\\) are not collocated actuator and sensor" >}}
@ -37,5 +37,7 @@ Of course, this will reduce the sensibility.
- [ ] What happens is small pieces of actuators are mixed with small pieces of sensors? - [ ] What happens is small pieces of actuators are mixed with small pieces of sensors?
# Bibliography
<a class="bibtex-entry" id="preumont18_vibrat_contr_activ_struc_fourt_edition">Preumont, A., *Vibration control of active structures - fourth edition* (2018), : Springer International Publishing.</a> [](#454500a3af67ef66a7a754d1f2e1bd4a) ## Bibliography {#bibliography}
<a id="org97812d4"></a>Preumont, Andre. 2018. _Vibration Control of Active Structures - Fourth Edition_. Solid Mechanics and Its Applications. Springer International Publishing. <https://doi.org/10.1007/978-3-319-72296-2>.

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@ -4,14 +4,13 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
Tags
:
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [Advances in internal model control technique: a review and future prospects]({{< relref "saxena12_advan_inter_model_contr_techn" >}}) - [Advances in internal model control technique: a review and future prospects]({{< relref "saxena12_advan_inter_model_contr_techn" >}})
- [Actuator Fusion]({{< relref "actuator_fusion" >}}) - [Actuator Fusion]({{< relref "actuator_fusion" >}})
- [Sensor Fusion]({{< relref "sensor_fusion" >}}) - [Sensor Fusion]({{< relref "sensor_fusion" >}})
Tags
:
<./biblio/references.bib>

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@ -4,6 +4,12 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods]({{< relref "li01_simul_fault_vibrat_isolat_point" >}})
- [Dynamic modeling and decoupled control of a flexible stewart platform for vibration isolation]({{< relref "yang19_dynam_model_decoup_contr_flexib" >}})
- [Sensors and control of a space-based six-axis vibration isolation system]({{< relref "hauge04_sensor_contr_space_based_six" >}})
Tags Tags
: :
@ -13,7 +19,7 @@ Tags
## Special Properties {#special-properties} ## Special Properties {#special-properties}
Cubic Stewart Platforms can be decoupled provided that (from ([Chen and McInroy 2000](#orgf50ffa1))) Cubic Stewart Platforms can be decoupled provided that (from ([Chen and McInroy 2000](#org916c010)))
> 1. The payload mass-inertia matrix is diagonal > 1. The payload mass-inertia matrix is diagonal
> 2. If a mutually orthogonal geometry has been selected, the payload's center of mass must coincide with the center of the cube formed by the orthogonal struts. > 2. If a mutually orthogonal geometry has been selected, the payload's center of mass must coincide with the center of the cube formed by the orthogonal struts.
@ -21,11 +27,4 @@ Cubic Stewart Platforms can be decoupled provided that (from ([Chen and McInroy
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orgf50ffa1"></a>Chen, Yixin, and J.E. McInroy. 2000. “Identification and Decoupling Control of Flexure Jointed Hexapods.” In _Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065)_, nil. <https://doi.org/10.1109/robot.2000.844878>. <a id="org916c010"></a>Chen, Yixin, and J.E. McInroy. 2000. “Identification and Decoupling Control of Flexure Jointed Hexapods.” In _Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065)_, nil. <https://doi.org/10.1109/robot.2000.844878>.
## Backlinks {#backlinks}
- [Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods]({{< relref "li01_simul_fault_vibrat_isolat_point" >}})
- [Dynamic modeling and decoupled control of a flexible stewart platform for vibration isolation]({{< relref "yang19_dynam_model_decoup_contr_flexib" >}})
- [Sensors and control of a space-based six-axis vibration isolation system]({{< relref "hauge04_sensor_contr_space_based_six" >}})

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@ -4,35 +4,23 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Dynamic error budgeting, a design approach]({{< relref "monkhorst04_dynam_error_budget" >}})
- [Systems and Signals Norms]({{< relref "norms" >}})
- [Signal to Noise Ratio]({{< relref "signal_to_noise_ratio" >}})
- [The design of high performance mechatronics - 2nd revised edition]({{< relref "schmidt14_desig_high_perfor_mechat_revis_edition" >}})
- [Mechatronic design of a magnetically suspended rotating platform]({{< relref "jabben07_mechat" >}})
Tags Tags
: :
A good introduction to Dynamic Error Budgeting is given in <sup id="651e626e040250ee71a0847aec41b60c"><a class="reference-link" href="#monkhorst04_dynam_error_budget" title="@phdthesis{monkhorst04_dynam_error_budget, A good introduction to Dynamic Error Budgeting is given in ([Monkhorst 2004](#org9c3cf08)).
author = {Wouter Monkhorst},
school = {Delft University},
title = {Dynamic Error Budgeting, a design approach},
year = 2004,
}">@phdthesis{monkhorst04_dynam_error_budget,
author = {Wouter Monkhorst},
school = {Delft University},
title = {Dynamic Error Budgeting, a design approach},
year = 2004,
}</a></sup>.
## Step by Step process {#step-by-step-process} ## Step by Step process {#step-by-step-process}
Taken from <sup id="651e626e040250ee71a0847aec41b60c"><a class="reference-link" href="#monkhorst04_dynam_error_budget" title="@phdthesis{monkhorst04_dynam_error_budget, Taken from ([Monkhorst 2004](#org9c3cf08)): ([Notes]({{< relref "monkhorst04_dynam_error_budget" >}}))
author = {Wouter Monkhorst},
school = {Delft University},
title = {Dynamic Error Budgeting, a design approach},
year = 2004,
}">@phdthesis{monkhorst04_dynam_error_budget,
author = {Wouter Monkhorst},
school = {Delft University},
title = {Dynamic Error Budgeting, a design approach},
year = 2004,
}</a></sup>: ([Notes]({{< relref "monkhorst04_dynam_error_budget" >}}))
> Step by step, the process is as follows: > Step by step, the process is as follows:
> >
@ -45,14 +33,7 @@ Taken from <sup id="651e626e040250ee71a0847aec41b60c"><a class="reference-link"
> - Make changes to the system that are expected to improve the performance level, and simulate the output error again. > - Make changes to the system that are expected to improve the performance level, and simulate the output error again.
> Iterate until the error budget is meet. > Iterate until the error budget is meet.
# Bibliography
<a class="bibtex-entry" id="monkhorst04_dynam_error_budget">Monkhorst, W., *Dynamic error budgeting, a design approach* (Doctoral dissertation) (2004). Delft University, .</a> [](#651e626e040250ee71a0847aec41b60c)
## Bibliography {#bibliography}
## Backlinks {#backlinks} <a id="org9c3cf08"></a>Monkhorst, Wouter. 2004. “Dynamic Error Budgeting, a Design Approach.” Delft University.
- [The design of high performance mechatronics - 2nd revised edition]({{< relref "schmidt14_desig_high_perfor_mechat_revis_edition" >}})
- [Signal to Noise Ratio]({{< relref "signal_to_noise_ratio" >}})
- [Mechatronic design of a magnetically suspended rotating platform]({{< relref "jabben07_mechat" >}})
- [Systems and Signals Norms]({{< relref "norms" >}})
- [Dynamic error budgeting, a design approach]({{< relref "monkhorst04_dynam_error_budget" >}})

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@ -4,13 +4,13 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
Tags
:
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [The art of electronics - third edition]({{< relref "horowitz15_art_of_elect_third_edition" >}}) - [The art of electronics - third edition]({{< relref "horowitz15_art_of_elect_third_edition" >}})
- [Signal to Noise Ratio]({{< relref "signal_to_noise_ratio" >}}) - [Signal to Noise Ratio]({{< relref "signal_to_noise_ratio" >}})
- [Voltage Amplifier]({{< relref "voltage_amplifier" >}})
Tags
:
<./biblio/references.bib>

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@ -4,6 +4,10 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Vibration Simulation using Matlab and ANSYS]({{< relref "hatch00_vibrat_matlab_ansys" >}})
Tags Tags
: :
@ -12,20 +16,17 @@ Tags
Some resources: Some resources:
- <sup id="484c4fad309f6b0e866a7cacf4653d74"><a class="reference-link" href="#hatch00_vibrat_matlab_ansys" title="Hatch, Vibration simulation using MATLAB and ANSYS, CRC Press (2000).">(Hatch, 2000)</a></sup> ([Notes]({{< relref "hatch00_vibrat_matlab_ansys" >}})) - ([Hatch 2000](#org7219756)) ([Notes]({{< relref "hatch00_vibrat_matlab_ansys" >}}))
- <sup id="961d4331bc9da7f553368ca6a06cb743"><a class="reference-link" href="#khot11_model_respon_analy_dynam_system" title="Khot \&amp; Yelve, Modeling and Response Analysis of Dynamic Systems By Using ANSYS{\copyright} and MATLAB{\copyright}, {Journal of Vibration and Control}, v(6), 953--958 (2011).">(Khot \& Yelve, 2011)</a></sup> - ([Khot and Yelve 2011](#org9158163))
- <sup id="326e544dd573b7069b69e0ec90fad499"><a class="reference-link" href="#kosarac15_creat_siso_ansys" title="Ko\vsarac, Zeljkovi\'c, , Mla\djenovi\'c \&amp; \vZivkovi\'c, Create SISO state space model of main spindle from ANSYS model, 37--41, in in: {12th International Scientific Conference, Novi Sad, Serbia}, edited by (2015)">(Ko\vsarac {\it et al.}, 2015)</a></sup> - ([Kovarac et al. 2015](#orga16f226))
The idea is to extract reduced state space model from Ansys into Matlab. The idea is to extract reduced state space model from Ansys into Matlab.
# Bibliography
<a class="bibtex-entry" id="hatch00_vibrat_matlab_ansys">Hatch, M. R., *Vibration simulation using matlab and ansys* (2000), : CRC Press.</a> [](#484c4fad309f6b0e866a7cacf4653d74)
<a class="bibtex-entry" id="khot11_model_respon_analy_dynam_system">Khot, S., & Yelve, N. P., *Modeling and response analysis of dynamic systems by using ansys\copyright and matlab\copyright*, Journal of Vibration and Control, *17(6)*, 953958 (2011). </a> [](#961d4331bc9da7f553368ca6a06cb743) ## Bibliography {#bibliography}
<a class="bibtex-entry" id="kosarac15_creat_siso_ansys">Ko\vsarac, A, Zeljkovi\'c, M, Mla\djenovi\'c, C, & \vZivkovi\'c, A, *Create siso state space model of main spindle from ansys model*, In , 12th International Scientific Conference, Novi Sad, Serbia (pp. 3741) (2015). : .</a> [](#326e544dd573b7069b69e0ec90fad499) <a id="org7219756"></a>Hatch, Michael R. 2000. _Vibration Simulation Using MATLAB and ANSYS_. CRC Press.
<a id="org9158163"></a>Khot, SM, and Nitesh P Yelve. 2011. “Modeling and Response Analysis of Dynamic Systems by Using ANSYS and MATLAB.” _Journal of Vibration and Control_ 17 (6). SAGE Publications Sage UK: London, England:95358.
## Backlinks {#backlinks} <a id="orga16f226"></a>Kovarac, A, M Zeljkovic, C Mladjenovic, and A Zivkovic. 2015. “Create SISO State Space Model of Main Spindle from ANSYS Model.” In _12th International Scientific Conference, Novi Sad, Serbia_, 3741.
- [Vibration simulation using matlab and ansys]({{< relref "hatch00_vibrat_matlab_ansys" >}})

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@ -4,46 +4,7 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
Tags ### Backlinks {#backlinks}
:
## Resources {#resources}
Books:
- ([Lobontiu 2002](#orgb3f874f))
- ([Henein 2003](#orgad0500e))
- ([Smith 2005](#org48acd08))
- ([Soemers 2011](#org03d0c96))
- ([Cosandier 2017](#org6494792))
## Flexure Joints for Stewart Platforms: {#flexure-joints-for-stewart-platforms}
From ([Chen and McInroy 2000](#org2cba46e)):
> To avoid the extremely non-linear micro-dynamics of joint friction and backlash, these hexapods employ flexure joints.
> A flexure joint bends material to achieve motion, rather than sliding of rolling across two surfaces.
> This does eliminate friction and backlash, but adds spring dynamics and limits the workspace.
## Bibliography {#bibliography}
<a id="org2cba46e"></a>Chen, Yixin, and J.E. McInroy. 2000. “Identification and Decoupling Control of Flexure Jointed Hexapods.” In _Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065)_, nil. <https://doi.org/10.1109/robot.2000.844878>.
<a id="org6494792"></a>Cosandier, Florent. 2017. _Flexure Mechanism Design_. Boca Raton, FL Lausanne, Switzerland: Distributed by CRC Press, 2017EOFL Press.
<a id="orgad0500e"></a>Henein, Simon. 2003. _Conception Des Guidages Flexibles_. Lausanne, Suisse: Presses polytechniques et universitaires romandes.
<a id="orgb3f874f"></a>Lobontiu, Nicolae. 2002. _Compliant Mechanisms: Design of Flexure Hinges_. CRC press.
<a id="org48acd08"></a>Smith, Stuart T. 2005. _Foundations of Ultra-Precision Mechanism Design_. Vol. 2. CRC Press.
<a id="org03d0c96"></a>Soemers, Herman. 2011. _Design Principles for Precision Mechanisms_. T-Pointprint.
## Backlinks {#backlinks}
- [Identification and decoupling control of flexure jointed hexapods]({{< relref "chen00_ident_decoup_contr_flexur_joint_hexap" >}}) - [Identification and decoupling control of flexure jointed hexapods]({{< relref "chen00_ident_decoup_contr_flexur_joint_hexap" >}})
- [Dynamic modeling and experimental analyses of stewart platform with flexible hinges]({{< relref "jiao18_dynam_model_exper_analy_stewar" >}}) - [Dynamic modeling and experimental analyses of stewart platform with flexible hinges]({{< relref "jiao18_dynam_model_exper_analy_stewar" >}})
@ -53,3 +14,41 @@ From ([Chen and McInroy 2000](#org2cba46e)):
- [Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods]({{< relref "li01_simul_fault_vibrat_isolat_point" >}}) - [Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods]({{< relref "li01_simul_fault_vibrat_isolat_point" >}})
- [Dynamic modeling of flexure jointed hexapods for control purposes]({{< relref "mcinroy99_dynam" >}}) - [Dynamic modeling of flexure jointed hexapods for control purposes]({{< relref "mcinroy99_dynam" >}})
- [Dynamic modeling and decoupled control of a flexible stewart platform for vibration isolation]({{< relref "yang19_dynam_model_decoup_contr_flexib" >}}) - [Dynamic modeling and decoupled control of a flexible stewart platform for vibration isolation]({{< relref "yang19_dynam_model_decoup_contr_flexib" >}})
Tags
:
## Resources {#resources}
Books:
- ([Lobontiu 2002](#orgf8c62f3))
- ([Henein 2003](#org4dba0af))
- ([Smith 2005](#orgeb2cb93))
- ([Soemers 2011](#org7d2ccfb))
- ([Cosandier 2017](#org4a2f5bd))
## Flexure Joints for Stewart Platforms: {#flexure-joints-for-stewart-platforms}
From ([Chen and McInroy 2000](#orga69dc7b)):
> To avoid the extremely non-linear micro-dynamics of joint friction and backlash, these hexapods employ flexure joints.
> A flexure joint bends material to achieve motion, rather than sliding of rolling across two surfaces.
> This does eliminate friction and backlash, but adds spring dynamics and limits the workspace.
## Bibliography {#bibliography}
<a id="orga69dc7b"></a>Chen, Yixin, and J.E. McInroy. 2000. “Identification and Decoupling Control of Flexure Jointed Hexapods.” In _Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065)_, nil. <https://doi.org/10.1109/robot.2000.844878>.
<a id="org4a2f5bd"></a>Cosandier, Florent. 2017. _Flexure Mechanism Design_. Boca Raton, FL Lausanne, Switzerland: Distributed by CRC Press, 2017EOFL Press.
<a id="org4dba0af"></a>Henein, Simon. 2003. _Conception Des Guidages Flexibles_. Lausanne, Suisse: Presses polytechniques et universitaires romandes.
<a id="orgf8c62f3"></a>Lobontiu, Nicolae. 2002. _Compliant Mechanisms: Design of Flexure Hinges_. CRC press.
<a id="orgeb2cb93"></a>Smith, Stuart T. 2005. _Foundations of Ultra-Precision Mechanism Design_. Vol. 2. CRC Press.
<a id="org7d2ccfb"></a>Soemers, Herman. 2011. _Design Principles for Precision Mechanisms_. T-Pointprint.

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@ -4,6 +4,14 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Signal Conditioner]({{< relref "signal_conditioner" >}})
- [Sensors]({{< relref "sensors" >}})
- [Nanopositioning system with force feedback for high-performance tracking and vibration control]({{< relref "fleming10_nanop_system_with_force_feedb" >}})
- [Collocated Control]({{< relref "collocated_control" >}})
- [Position Sensors]({{< relref "position_sensors" >}})
Tags Tags
: :
@ -13,31 +21,43 @@ Tags
### Dynamics and Noise of a piezoelectric force sensor {#dynamics-and-noise-of-a-piezoelectric-force-sensor} ### Dynamics and Noise of a piezoelectric force sensor {#dynamics-and-noise-of-a-piezoelectric-force-sensor}
An analysis the dynamics and noise of a piezoelectric force sensor is done in <sup id="c823f68dd2a72b9667a61b3c046b4731"><a class="reference-link" href="#fleming10_nanop_system_with_force_feedb" title="Fleming, Nanopositioning System With Force Feedback for High-Performance Tracking and Vibration Control, {IEEE/ASME Transactions on Mechatronics}, v(3), 433-447 (2010).">(Fleming, 2010)</a></sup> ([Notes]({{< relref "fleming10_nanop_system_with_force_feedb" >}})). An analysis the dynamics and noise of a piezoelectric force sensor is done in ([Fleming 2010](#org82df6e1)) ([Notes]({{< relref "fleming10_nanop_system_with_force_feedb" >}})).
### Manufacturers {#manufacturers} ### Manufacturers {#manufacturers}
| Manufacturers | Links | | Manufacturers | Links | Country |
|---------------|---------------------------------------------------------------| |---------------|------------------------------------------------------------------------------------------------|---------|
| PCB | [link](https://www.pcb.com/products/productfinder.aspx?tx=17) | | PCB | [link](https://www.pcb.com/products/productfinder.aspx?tx=17) | USA |
| HBM | [link](https://www.hbm.com/en/6107/force-sensors-with-flange-mounting/) | Germany |
| Kistler | [link](https://www.kistler.com/fr/produits/composants/capteurs-de-force/?pfv%5Fmetrics=metric) | Swiss |
| MMF | [link](https://www.mmf.de/force%5Ftransducers.htm) | Germany |
### Signal Conditioner {#signal-conditioner} ### Signal Conditioner {#signal-conditioner}
The voltage generated by the piezoelectric material generally needs to be amplified. The voltage generated by the piezoelectric material generally needs to be amplified.
| Manufacturers | Links | Either **charge** amplifiers or **voltage** amplifiers can be used.
|---------------|-----------------------------------------------|
| PCB | [link](https://www.pcb.com/products?m=482c15) |
# Bibliography | Manufacturers | Links | Country |
<a class="bibtex-entry" id="fleming10_nanop_system_with_force_feedb">Fleming, A., *Nanopositioning system with force feedback for high-performance tracking and vibration control*, IEEE/ASME Transactions on Mechatronics, *15(3)*, 433447 (2010). http://dx.doi.org/10.1109/tmech.2009.2028422</a> [](#c823f68dd2a72b9667a61b3c046b4731) |---------------|------------------------------------------------------------------------------------|---------|
| PCB | [link](https://www.pcb.com/products?m=482c15) | USA |
| HBM | [link](https://www.hbm.com/en/2660/paceline-cma-charge-amplifier-analogamplifier/) | Germany |
| Kistler | [link](https://www.kistler.com/fr/produits/composants/conditionnement-de-signal/) | Swiss |
| MMF | [link](https://www.mmf.de/signal%5Fconditioners.htm) | Germany |
## Backlinks {#backlinks} ### Effect of using multiple Stacks in series of parallels {#effect-of-using-multiple-stacks-in-series-of-parallels}
- [Collocated Control]({{< relref "collocated_control" >}}) If two stack are wired in series, the generated charge is kept constant and the capacitance is reduced by a factor 2.
- [Nanopositioning system with force feedback for high-performance tracking and vibration control]({{< relref "fleming10_nanop_system_with_force_feedb" >}}) Thus, the measured voltage is double while the measured charge is kept constant.
- [Sensors]({{< relref "sensors" >}})
- [Position Sensors]({{< relref "position_sensors" >}}) If two stacks are wired in parallel, the capacitance and the number of charge will be doubled.
Thus, if a voltage amplifier is used, no change of voltage will be experienced.
However, if a charge conditioner is used, the signal will be doubled.
## Bibliography {#bibliography}
<a id="org82df6e1"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>.

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draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Guidelines for the selection of weighting functions for h-infinity control]({{< relref "bibel92_guidel_h" >}})
Tags Tags
: :
@ -17,8 +21,3 @@ From _Rosenbrock, H. H. (1974). Computer-Aided Control System Design, Academic P
> A good design usually has strong aesthetic appeal to those who are competent in the subject. > A good design usually has strong aesthetic appeal to those who are competent in the subject.
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [Guidelines for the selection of weighting functions for h-infinity control]({{< relref "bibel92_guidel_h" >}})

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@ -4,38 +4,38 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Vibration Control of Active Structures - Fourth Edition]({{< relref "preumont18_vibrat_contr_activ_struc_fourt_edition" >}})
- [Control of spacecraft and aircraft]({{< relref "bryson93_contr_spacec_aircr" >}})
Tags Tags
: :
High-Authority Control/Low-Authority Control High-Authority Control/Low-Authority Control
From <sup id="454500a3af67ef66a7a754d1f2e1bd4a"><a class="reference-link" href="#preumont18_vibrat_contr_activ_struc_fourt_edition" title="Andre Preumont, Vibration Control of Active Structures - Fourth Edition, Springer International Publishing (2018).">(Andre Preumont, 2018)</a></sup>: From ([Preumont 2018](#org8496b17)):
> The HAC/LAC approach consist of combining the two approached in a dual-loop control as shown in Figure [1](#org21fb08d). The inner loop uses a set of collocated actuator/sensor pairs for decentralized active damping with guaranteed stability ; the outer loop consists of a non-collocated HAC based on a model of the actively damped structure. This approach has the following advantages: > The HAC/LAC approach consist of combining the two approached in a dual-loop control as shown in Figure [1](#orgf651b12). The inner loop uses a set of collocated actuator/sensor pairs for decentralized active damping with guaranteed stability ; the outer loop consists of a non-collocated HAC based on a model of the actively damped structure. This approach has the following advantages:
> >
> - The active damping extends outside the bandwidth of the HAC and reduces the settling time of the modes which are outsite the bandwidth > - The active damping extends outside the bandwidth of the HAC and reduces the settling time of the modes which are outsite the bandwidth
> - The active damping makes it easier to gain-stabilize the modes outside the bandwidth of the output loop (improved gain margin) > - The active damping makes it easier to gain-stabilize the modes outside the bandwidth of the output loop (improved gain margin)
> - The larger damping of the modes within the controller bandwidth makes them more robust to the parmetric uncertainty (improved phase margin) > - The larger damping of the modes within the controller bandwidth makes them more robust to the parmetric uncertainty (improved phase margin)
<a id="org21fb08d"></a> <a id="orgf651b12"></a>
{{< figure src="/ox-hugo/hac_lac_control_architecture.png" caption="Figure 1: HAC-LAC Control Architecture" >}} {{< figure src="/ox-hugo/hac_lac_control_architecture.png" caption="Figure 1: HAC-LAC Control Architecture" >}}
Nice papers: Nice papers:
- <sup id="ef357e45dadd8cc8869beda6e463777b"><a class="reference-link" href="#williams89_limit" title="Williams \&amp; Antsaklis, Limitations of vibration suppression in flexible space structures, nil, in in: {Proceedings of the 28th IEEE Conference on Decision and - ([Williams and Antsaklis 1989](#org457e1df))
Control}, edited by (1989)">(Williams \& Antsaklis, 1989)</a></sup> - ([Aubrun 1980](#org0d91759))
- <sup id="df6fde1eeef81966b2c7fb5421adbe8d"><a class="reference-link" href="#aubrun80_theor_contr_struc_by_low_author_contr" title="Aubrun, Theory of the Control of Structures By Low-Authority Controllers, {Journal of Guidance and Control}, v(5), 444-451 (1980).">(Aubrun, 1980)</a></sup>
# Bibliography
<a class="bibtex-entry" id="preumont18_vibrat_contr_activ_struc_fourt_edition">Preumont, A., *Vibration control of active structures - fourth edition* (2018), : Springer International Publishing.</a> [](#454500a3af67ef66a7a754d1f2e1bd4a)
<a class="bibtex-entry" id="williams89_limit">Williams, T., & Antsaklis, P., *Limitations of vibration suppression in flexible space structures*, In , Proceedings of the 28th IEEE Conference on Decision and Control (pp. ) (1989). : .</a> [](#ef357e45dadd8cc8869beda6e463777b)
<a class="bibtex-entry" id="aubrun80_theor_contr_struc_by_low_author_contr">Aubrun, J., *Theory of the control of structures by low-authority controllers*, Journal of Guidance and Control, *3(5)*, 444451 (1980). http://dx.doi.org/10.2514/3.56019</a> [](#df6fde1eeef81966b2c7fb5421adbe8d)
## Backlinks {#backlinks} ## Bibliography {#bibliography}
- [Control of spacecraft and aircraft]({{< relref "bryson93_contr_spacec_aircr" >}}) <a id="org0d91759"></a>Aubrun, J.N. 1980. “Theory of the Control of Structures by Low-Authority Controllers.” _Journal of Guidance and Control_ 3 (5):44451. <https://doi.org/10.2514/3.56019>.
- [Vibration Control of Active Structures - Fourth Edition]({{< relref "preumont18_vibrat_contr_activ_struc_fourt_edition" >}})
<a id="org8496b17"></a>Preumont, Andre. 2018. _Vibration Control of Active Structures - Fourth Edition_. Solid Mechanics and Its Applications. Springer International Publishing. <https://doi.org/10.1007/978-3-319-72296-2>.
<a id="org457e1df"></a>Williams, T.W.C., and P.J. Antsaklis. 1989. “Limitations of Vibration Suppression in Flexible Space Structures.” In _Proceedings of the 28th IEEE Conference on Decision and Control_, nil. <https://doi.org/10.1109/cdc.1989.70563>.

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draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Modal Analysis]({{< relref "modal_analysis" >}})
- [Sensors]({{< relref "sensors" >}})
- [Collocated Control]({{< relref "collocated_control" >}})
- [Position Sensors]({{< relref "position_sensors" >}})
Tags Tags
: [Position Sensors]({{< relref "position_sensors" >}}) : [Position Sensors]({{< relref "position_sensors" >}})
## Review of Absolute (inertial) Position Sensors {#review-of-absolute--inertial--position-sensors} ## Review of Absolute (inertial) Position Sensors {#review-of-absolute--inertial--position-sensors}
- Collette, C. et al., Review: inertial sensors for low-frequency seismic vibration measurement ([Collette, Janssens, Fernandez-Carmona, et al. 2012](#org3cd922d)) - Collette, C. et al., Review: inertial sensors for low-frequency seismic vibration measurement ([Collette, Janssens, Fernandez-Carmona, et al. 2012](#org9a2f97b))
- Collette, C. et al., Comparison of new absolute displacement sensors ([Collette, Janssens, Mokrani, et al. 2012](#org8b5d5a2)) - Collette, C. et al., Comparison of new absolute displacement sensors ([Collette, Janssens, Mokrani, et al. 2012](#org989ed0f))
<a id="org1914e49"></a> <a id="org265a89c"></a>
{{< figure src="/ox-hugo/collette12_absolute_disp_sensors.png" caption="Figure 1: Dynamic range of several types of inertial sensors; Price versus resolution for several types of inertial sensors" >}} {{< figure src="/ox-hugo/collette12_absolute_disp_sensors.png" caption="Figure 1: Dynamic range of several types of inertial sensors; Price versus resolution for several types of inertial sensors" >}}
@ -33,7 +40,7 @@ Wireless Accelerometers
- <https://micromega-dynamics.com/products/recovib/miniature-vibration-recorder/> - <https://micromega-dynamics.com/products/recovib/miniature-vibration-recorder/>
<a id="orgf34c817"></a> <a id="orgb67663b"></a>
{{< figure src="/ox-hugo/inertial_sensors_characteristics_accelerometers.png" caption="Figure 2: Characteristics of commercially available accelerometers <sup id=\"642a18d86de4e062c6afb0f5f20501c4\"><a class=\"reference-link\" href=\"#collette11_review\" title=\"Collette, Artoos, Guinchard, Janssens, , Carmona Fernandez \&amp; Hauviller, Review of sensors for low frequency seismic vibration measurement, CERN, (2011).\">(Collette {\it et al.}, 2011)</a></sup>" >}} {{< figure src="/ox-hugo/inertial_sensors_characteristics_accelerometers.png" caption="Figure 2: Characteristics of commercially available accelerometers <sup id=\"642a18d86de4e062c6afb0f5f20501c4\"><a class=\"reference-link\" href=\"#collette11_review\" title=\"Collette, Artoos, Guinchard, Janssens, , Carmona Fernandez \&amp; Hauviller, Review of sensors for low frequency seismic vibration measurement, CERN, (2011).\">(Collette {\it et al.}, 2011)</a></sup>" >}}
@ -50,20 +57,13 @@ Wireless Accelerometers
| Guralp | [link](https://www.guralp.com/products/surface) | UK | | Guralp | [link](https://www.guralp.com/products/surface) | UK |
| Nanometric | [link](https://www.nanometrics.ca/products/seismometers) | Canada | | Nanometric | [link](https://www.nanometrics.ca/products/seismometers) | Canada |
<a id="org877de39"></a> <a id="org0be590f"></a>
{{< figure src="/ox-hugo/inertial_sensors_characteristics_geophone.png" caption="Figure 3: Characteristics of commercially available geophones <sup id=\"642a18d86de4e062c6afb0f5f20501c4\"><a class=\"reference-link\" href=\"#collette11_review\" title=\"Collette, Artoos, Guinchard, Janssens, , Carmona Fernandez \&amp; Hauviller, Review of sensors for low frequency seismic vibration measurement, CERN, (2011).\">(Collette {\it et al.}, 2011)</a></sup>" >}} {{< figure src="/ox-hugo/inertial_sensors_characteristics_geophone.png" caption="Figure 3: Characteristics of commercially available geophones <sup id=\"642a18d86de4e062c6afb0f5f20501c4\"><a class=\"reference-link\" href=\"#collette11_review\" title=\"Collette, Artoos, Guinchard, Janssens, , Carmona Fernandez \&amp; Hauviller, Review of sensors for low frequency seismic vibration measurement, CERN, (2011).\">(Collette {\it et al.}, 2011)</a></sup>" >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org3cd922d"></a>Collette, C., S. Janssens, P. Fernandez-Carmona, K. Artoos, M. Guinchard, C. Hauviller, and A. Preumont. 2012. “Review: Inertial Sensors for Low-Frequency Seismic Vibration Measurement.” _Bulletin of the Seismological Society of America_ 102 (4):12891300. <https://doi.org/10.1785/0120110223>. <a id="org9a2f97b"></a>Collette, C., S. Janssens, P. Fernandez-Carmona, K. Artoos, M. Guinchard, C. Hauviller, and A. Preumont. 2012. “Review: Inertial Sensors for Low-Frequency Seismic Vibration Measurement.” _Bulletin of the Seismological Society of America_ 102 (4):12891300. <https://doi.org/10.1785/0120110223>.
<a id="org8b5d5a2"></a>Collette, C, S Janssens, B Mokrani, L Fueyo-Roza, K Artoos, M Esposito, P Fernandez-Carmona, M Guinchard, and R Leuxe. 2012. “Comparison of New Absolute Displacement Sensors.” In _International Conference on Noise and Vibration Engineering (ISMA)_. <a id="org989ed0f"></a>Collette, C, S Janssens, B Mokrani, L Fueyo-Roza, K Artoos, M Esposito, P Fernandez-Carmona, M Guinchard, and R Leuxe. 2012. “Comparison of New Absolute Displacement Sensors.” In _International Conference on Noise and Vibration Engineering (ISMA)_.
## Backlinks {#backlinks}
- [Sensors]({{< relref "sensors" >}})
- [Collocated Control]({{< relref "collocated_control" >}})
- [Position Sensors]({{< relref "position_sensors" >}})

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@ -32,7 +32,7 @@ Tags
> >
> The primary disadvantage of FIR filters is that they often require a much higher filter order than IIR filters to achieve a given level of performance. Correspondingly, the delay of these filters is often much greater than for an equal performance IIR filter. > The primary disadvantage of FIR filters is that they often require a much higher filter order than IIR filters to achieve a given level of performance. Correspondingly, the delay of these filters is often much greater than for an equal performance IIR filter.
From ([Shaw and Srinivasan 1990](#org7a68e45)) From ([Shaw and Srinivasan 1990](#org99d8f66))
> The FIR are capable of realizing filters with linear phase shift characteristics and furthermore are less susceptible to signal input and filter coefficient quantization effects. > The FIR are capable of realizing filters with linear phase shift characteristics and furthermore are less susceptible to signal input and filter coefficient quantization effects.
> However, their computational demands are excessively large because of the large number of multiplications and additions to be performed at each sampling interval. > However, their computational demands are excessively large because of the large number of multiplications and additions to be performed at each sampling interval.
@ -51,4 +51,4 @@ From <https://dsp.stackexchange.com/a/30999>
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org7a68e45"></a>Shaw, F.R., and K. Srinivasan. 1990. “Bandwidth Enhancement of Position Measurements Using Measured Acceleration.” _Mechanical Systems and Signal Processing_ 4 (1):2338. <https://doi.org/10.1016/0888-3270(90)>90038-m. <a id="org99d8f66"></a>Shaw, F.R., and K. Srinivasan. 1990. “Bandwidth Enhancement of Position Measurements Using Measured Acceleration.” _Mechanical Systems and Signal Processing_ 4 (1):2338. <https://doi.org/10.1016/0888-3270(90)>90038-m.

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@ -12,11 +12,11 @@ Tags
Books: Books:
- ([Higham 2017](#org8ba8e47)) - ([Higham 2017](#org706fce9))
- ([Attaway 2018](#org4c6aa3b)) - ([Attaway 2018](#org83f2c16))
- ([OverFlow 2018](#orgad9dce4)) - ([OverFlow 2018](#orgc00fab5))
- ([Johnson 2010](#org1aa5652)) - ([Johnson 2010](#org6262ff7))
- ([Hahn and Valentine 2016](#orgc9b02db)) - ([Hahn and Valentine 2016](#org0601633))
## Useful Commands {#useful-commands} ## Useful Commands {#useful-commands}
@ -46,12 +46,12 @@ Books:
### Do not show legend for one plot {#do-not-show-legend-for-one-plot} ### Do not show legend for one plot {#do-not-show-legend-for-one-plot}
```matlab ```matlab
figure; figure;
hold on; hold on;
plot(x, y1, 'DisplayName, 'lengendname'); plot(x, y1, 'DisplayName, 'lengendname');
plot(x, y2, 'HandleVisibility', 'off'); plot(x, y2, 'HandleVisibility', 'off');
hold off; hold off;
legend('Location', 'northeast'); legend('Location', 'northeast');
``` ```
@ -60,7 +60,7 @@ Books:
If a single user is using the Matlab installation on the machine: If a single user is using the Matlab installation on the machine:
```bash ```bash
sudo chown -R $LOGNAME: /usr/local/MATLAB/R2017b sudo chown -R $LOGNAME: /usr/local/MATLAB/R2017b
``` ```
Then, Toolboxes can be installed by the user without any problem. Then, Toolboxes can be installed by the user without any problem.
@ -101,12 +101,12 @@ Nice functions:
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org4c6aa3b"></a>Attaway, Stormy. 2018. _MATLAB : a Practical Introduction to Programming and Problem Solving_. Amsterdam: Butterworth-Heinemann. <a id="org83f2c16"></a>Attaway, Stormy. 2018. _MATLAB : a Practical Introduction to Programming and Problem Solving_. Amsterdam: Butterworth-Heinemann.
<a id="orgc9b02db"></a>Hahn, Brian, and Daniel T Valentine. 2016. _Essential MATLAB for Engineers and Scientists_. Academic Press. <a id="org0601633"></a>Hahn, Brian, and Daniel T Valentine. 2016. _Essential MATLAB for Engineers and Scientists_. Academic Press.
<a id="org8ba8e47"></a>Higham, Desmond. 2017. _MATLAB Guide_. Philadelphia: Society for Industrial and Applied Mathematics. <a id="org706fce9"></a>Higham, Desmond. 2017. _MATLAB Guide_. Philadelphia: Society for Industrial and Applied Mathematics.
<a id="org1aa5652"></a>Johnson, Richard K. 2010. _The Elements of MATLAB Style_. Cambridge University Press. <a id="org6262ff7"></a>Johnson, Richard K. 2010. _The Elements of MATLAB Style_. Cambridge University Press.
<a id="orgad9dce4"></a>OverFlow, Stack. 2018. _MATLAB Notes for Professionals_. GoalKicker.com. <a id="orgc00fab5"></a>OverFlow, Stack. 2018. _MATLAB Notes for Professionals_. GoalKicker.com.

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draft = false draft = false
+++ +++
## Backlinks {#backlinks}
- [Fundamental principles of engineering nanometrology]({{< relref "leach14_fundam_princ_engin_nanom" >}})
Tags Tags
: :
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [Fundamental principles of engineering nanometrology]({{< relref "leach14_fundam_princ_engin_nanom" >}})

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draft = false draft = false
+++ +++
## Backlinks {#backlinks}
- [Instrumented Hammer]({{< relref "instrumented_hammer" >}})
- [Modal testing: theory, practice and application]({{< relref "ewins00_modal" >}})
Tags Tags
: [Inertial Sensors]({{< relref "inertial_sensors" >}}), [Shaker]({{< relref "shaker" >}}) : [Inertial Sensors]({{< relref "inertial_sensors" >}}), [Shaker]({{< relref "shaker" >}})
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [Modal testing: theory, practice and application]({{< relref "ewins00_modal" >}})
- [Instrumented Hammer]({{< relref "instrumented_hammer" >}})

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draft = false draft = false
+++ +++
## Backlinks {#backlinks}
- [Advanced motion control for precision mechatronics: control, identification, and learning of complex systems]({{< relref "oomen18_advan_motion_contr_precis_mechat" >}})
Tags Tags
: :
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [Advanced motion control for precision mechatronics: control, identification, and learning of complex systems]({{< relref "oomen18_advan_motion_contr_precis_mechat" >}})

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@ -4,12 +4,6 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
Tags
: [Norms]({{< relref "norms" >}})
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [Implementation challenges for multivariable control: what you did not learn in school!]({{< relref "garg07_implem_chall_multiv_contr" >}}) - [Implementation challenges for multivariable control: what you did not learn in school!]({{< relref "garg07_implem_chall_multiv_contr" >}})
@ -17,3 +11,8 @@ Tags
- [Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods]({{< relref "li01_simul_fault_vibrat_isolat_point" >}}) - [Simultaneous, fault-tolerant vibration isolation and pointing control of flexure jointed hexapods]({{< relref "li01_simul_fault_vibrat_isolat_point" >}})
- [Multivariable feedback control: analysis and design]({{< relref "skogestad07_multiv_feedb_contr" >}}) - [Multivariable feedback control: analysis and design]({{< relref "skogestad07_multiv_feedb_contr" >}})
- [Position control in lithographic equipment]({{< relref "butler11_posit_contr_lithog_equip" >}}) - [Position control in lithographic equipment]({{< relref "butler11_posit_contr_lithog_equip" >}})
Tags
: [Norms]({{< relref "norms" >}})
<./biblio/references.bib>

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@ -4,14 +4,13 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
## Backlinks {#backlinks}
- [Automated markerless full field hard x-ray microscopic tomography at sub-50 nm 3-dimension spatial resolution]({{< relref "wang12_autom_marker_full_field_hard" >}})
- [An instrument for 3d x-ray nano-imaging]({{< relref "holler12_instr_x_ray_nano_imagin" >}})
- [Interferometric characterization of rotation stages for x-ray nanotomography]({{< relref "stankevic17_inter_charac_rotat_stages_x_ray_nanot" >}})
Tags Tags
: :
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [An instrument for 3d x-ray nano-imaging]({{< relref "holler12_instr_x_ray_nano_imagin" >}})
- [Interferometric characterization of rotation stages for x-ray nanotomography]({{< relref "stankevic17_inter_charac_rotat_stages_x_ray_nanot" >}})
- [Automated markerless full field hard x-ray microscopic tomography at sub-50 nm 3-dimension spatial resolution]({{< relref "wang12_autom_marker_full_field_hard" >}})

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@ -4,19 +4,18 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Multivariable Control]({{< relref "multivariable_control" >}})
Tags Tags
: :
Resources: Resources:
- <sup id="ad6f62e369b7a8d31c21671886adec1f"><a href="#skogestad07_multiv_feedb_contr" title="Skogestad \&amp; Postlethwaite, Multivariable Feedback Control: Analysis and Design, John Wiley (2007).">(Skogestad \& Postlethwaite, 2007)</a></sup> - ([Skogestad and Postlethwaite 2007](#org533c8de))
- <sup id="90e96a2c8cdb40b7bdf895cf013c0946"><a href="#toivonen02_robus_contr_method" title="@misc{toivonen02_robus_contr_method, - ([Toivonen 2002](#orgb393f10))
author = {Hannu T. Toivonen}, - ([Zhang 2011](#org1ea8e81))
institution = {Abo Akademi University},
title = {Robust Control Methods},
year = 2002,
}">(Hannu Toivonen, 2002)</a></sup>
- <sup id="8db224194542fbd4c7f4fbe56fdd4e73"><a href="#zhang11_quant_proces_contr_theor" title="Zhang, Quantitative Process Control Theory, CRC Press (2011).">(Zhang, 2011)</a></sup>
## \\(\mathcal{H}\_\infty\\) Norm {#mathcal-h-infty--norm} ## \\(\mathcal{H}\_\infty\\) Norm {#mathcal-h-infty--norm}
@ -32,33 +31,20 @@ RMS value
The \\(\mathcal{H}\_2\\) is very useful when combined to [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}}). The \\(\mathcal{H}\_2\\) is very useful when combined to [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}}).
As explained in <sup id="651e626e040250ee71a0847aec41b60c"><a href="#monkhorst04_dynam_error_budget" title="@phdthesis{monkhorst04_dynam_error_budget, As explained in ([Monkhorst 2004](#org5e40c21)), the \\(\mathcal{H}\_2\\) norm has a stochastic interpretation:
author = {Wouter Monkhorst},
school = {Delft University},
title = {Dynamic Error Budgeting, a design approach},
year = 2004,
}">@phdthesis{monkhorst04_dynam_error_budget,
author = {Wouter Monkhorst},
school = {Delft University},
title = {Dynamic Error Budgeting, a design approach},
year = 2004,
}</a></sup>, the \\(\mathcal{H}\_2\\) norm has a stochastic interpretation:
> The squared \\(\mathcal{H}\_2\\) norm can be interpreted as the output variance of a system with zero mean white noise input. > The squared \\(\mathcal{H}\_2\\) norm can be interpreted as the output variance of a system with zero mean white noise input.
## Link between signal and system norms {#link-between-signal-and-system-norms} ## Link between signal and system norms {#link-between-signal-and-system-norms}
# Bibliography
<a id="skogestad07_multiv_feedb_contr"></a>Skogestad, S., & Postlethwaite, I., *Multivariable feedback control: analysis and design* (2007), : John Wiley. [](#ad6f62e369b7a8d31c21671886adec1f)
<a id="toivonen02_robus_contr_method"></a>Toivonen, H. T. (2002). *Robust Control Methods*. Retrieved from [](). . [](#90e96a2c8cdb40b7bdf895cf013c0946) ## Bibliography {#bibliography}
<a id="zhang11_quant_proces_contr_theor"></a>Zhang, W., *Quantitative Process Control Theory* (2011), : CRC Press. [](#8db224194542fbd4c7f4fbe56fdd4e73) <a id="org5e40c21"></a>Monkhorst, Wouter. 2004. “Dynamic Error Budgeting, a Design Approach.” Delft University.
<a id="monkhorst04_dynam_error_budget"></a>Monkhorst, W., *Dynamic error budgeting, a design approach* (Doctoral dissertation) (2004). Delft University, . [](#651e626e040250ee71a0847aec41b60c) <a id="org533c8de"></a>Skogestad, Sigurd, and Ian Postlethwaite. 2007. _Multivariable Feedback Control: Analysis and Design_. John Wiley.
<a id="orgb393f10"></a>Toivonen, Hannu T. 2002. “Robust Control Methods.” Abo Akademi University.
## Backlinks {#backlinks} <a id="org1ea8e81"></a>Zhang, Weidong. 2011. _Quantitative Process Control Theory_. CRC Press.
- [Multivariable Control]({{< relref "multivariable_control" >}})

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@ -4,6 +4,11 @@ author = ["Thomas Dehaeze"]
draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Actuators]({{< relref "actuators" >}})
- [Voltage Amplifier]({{< relref "voltage_amplifier" >}})
Tags Tags
: [Actuators]({{< relref "actuators" >}}) : [Actuators]({{< relref "actuators" >}})
@ -30,7 +35,7 @@ Tags
### Model {#model} ### Model {#model}
A model of a multi-layer monolithic piezoelectric stack actuator is described in ([Fleming 2010](#org1025f36)) ([Notes]({{< relref "fleming10_nanop_system_with_force_feedb" >}})). A model of a multi-layer monolithic piezoelectric stack actuator is described in ([Fleming 2010](#orgdda2743)) ([Notes]({{< relref "fleming10_nanop_system_with_force_feedb" >}})).
Basically, it can be represented by a spring \\(k\_a\\) with the force source \\(F\_a\\) in parallel. Basically, it can be represented by a spring \\(k\_a\\) with the force source \\(F\_a\\) in parallel.
@ -45,14 +50,14 @@ with:
## Mechanically Amplified Piezoelectric actuators {#mechanically-amplified-piezoelectric-actuators} ## Mechanically Amplified Piezoelectric actuators {#mechanically-amplified-piezoelectric-actuators}
The Amplified Piezo Actuators principle is presented in ([Claeyssen et al. 2007](#org4de69d6)): The Amplified Piezo Actuators principle is presented in ([Claeyssen et al. 2007](#orga200a60)):
> The displacement amplification effect is related in a first approximation to the ratio of the shell long axis length to the short axis height. > The displacement amplification effect is related in a first approximation to the ratio of the shell long axis length to the short axis height.
> The flatter is the actuator, the higher is the amplification. > The flatter is the actuator, the higher is the amplification.
A model of an amplified piezoelectric actuator is described in ([Lucinskis and Mangeot 2016](#org2278a86)). A model of an amplified piezoelectric actuator is described in ([Lucinskis and Mangeot 2016](#org46de525)).
<a id="org220f472"></a> <a id="orgeed82ad"></a>
{{< figure src="/ox-hugo/ling16_topology_piezo_mechanism_types.png" caption="Figure 1: Topology of several types of compliant mechanisms <sup id=\"d9e8b33774f1e65d16bd79114db8ac64\"><a class=\"reference-link\" href=\"#ling16_enhan_mathem_model_displ_amplif\" title=\"Mingxiang Ling, Junyi Cao, Minghua Zeng, Jing Lin, \&amp; Daniel J Inman, Enhanced Mathematical Modeling of the Displacement Amplification Ratio for Piezoelectric Compliant Mechanisms, {Smart Materials and Structures}, v(7), 075022 (2016).\">(Mingxiang Ling {\it et al.}, 2016)</a></sup>" >}} {{< figure src="/ox-hugo/ling16_topology_piezo_mechanism_types.png" caption="Figure 1: Topology of several types of compliant mechanisms <sup id=\"d9e8b33774f1e65d16bd79114db8ac64\"><a class=\"reference-link\" href=\"#ling16_enhan_mathem_model_displ_amplif\" title=\"Mingxiang Ling, Junyi Cao, Minghua Zeng, Jing Lin, \&amp; Daniel J Inman, Enhanced Mathematical Modeling of the Displacement Amplification Ratio for Piezoelectric Compliant Mechanisms, {Smart Materials and Structures}, v(7), 075022 (2016).\">(Mingxiang Ling {\it et al.}, 2016)</a></sup>" >}}
@ -144,57 +149,51 @@ For a piezoelectric stack with a displacement of \\(100\,[\mu m]\\), the resolut
### Electrical Capacitance {#electrical-capacitance} ### Electrical Capacitance {#electrical-capacitance}
The electrical capacitance may limit the maximum voltage that can be used to drive the piezoelectric actuator as a function of frequency (Figure [2](#org4b5f8bd)). The electrical capacitance may limit the maximum voltage that can be used to drive the piezoelectric actuator as a function of frequency (Figure [2](#org9c97b26)).
This is due to the fact that voltage amplifier has a limitation on the deliverable current. This is due to the fact that voltage amplifier has a limitation on the deliverable current.
[Voltage Amplifier]({{< relref "voltage_amplifier" >}}) with high maximum output current should be used if either high bandwidth is wanted or piezoelectric stacks with high capacitance are to be used. [Voltage Amplifier]({{< relref "voltage_amplifier" >}}) with high maximum output current should be used if either high bandwidth is wanted or piezoelectric stacks with high capacitance are to be used.
<a id="org4b5f8bd"></a> <a id="org9c97b26"></a>
{{< figure src="/ox-hugo/piezoelectric_capacitance_voltage_max.png" caption="Figure 2: Maximum sin-wave amplitude as a function of frequency for several piezoelectric capacitance" >}} {{< figure src="/ox-hugo/piezoelectric_capacitance_voltage_max.png" caption="Figure 2: Maximum sin-wave amplitude as a function of frequency for several piezoelectric capacitance" >}}
## Piezoelectric actuator experiencing a mass load {#piezoelectric-actuator-experiencing-a-mass-load} ## Piezoelectric actuator experiencing a mass load {#piezoelectric-actuator-experiencing-a-mass-load}
When the piezoelectric actuator is supporting a payload, it will experience a static deflection due to its finite stiffness \\(\Delta l\_n = \frac{mg}{k\_p}\\), but its stroke will remain unchanged (Figure [3](#org6e4c8b2)). When the piezoelectric actuator is supporting a payload, it will experience a static deflection due to its finite stiffness \\(\Delta l\_n = \frac{mg}{k\_p}\\), but its stroke will remain unchanged (Figure [3](#org6172e71)).
<a id="org6e4c8b2"></a> <a id="org6172e71"></a>
{{< figure src="/ox-hugo/piezoelectric_mass_load.png" caption="Figure 3: Motion of a piezoelectric stack actuator under external constant force" >}} {{< figure src="/ox-hugo/piezoelectric_mass_load.png" caption="Figure 3: Motion of a piezoelectric stack actuator under external constant force" >}}
## Piezoelectric actuator in contact with a spring load {#piezoelectric-actuator-in-contact-with-a-spring-load} ## Piezoelectric actuator in contact with a spring load {#piezoelectric-actuator-in-contact-with-a-spring-load}
Then the piezoelectric actuator is in contact with a spring load \\(k\_e\\), its maximum stroke \\(\Delta L\\) is less than its free stroke \\(\Delta L\_f\\) (Figure [4](#orgadae726)): Then the piezoelectric actuator is in contact with a spring load \\(k\_e\\), its maximum stroke \\(\Delta L\\) is less than its free stroke \\(\Delta L\_f\\) (Figure [4](#org802b6e3)):
\begin{equation} \begin{equation}
\Delta L = \Delta L\_f \frac{k\_p}{k\_p + k\_e} \Delta L = \Delta L\_f \frac{k\_p}{k\_p + k\_e}
\end{equation} \end{equation}
<a id="orgadae726"></a> <a id="org802b6e3"></a>
{{< figure src="/ox-hugo/piezoelectric_spring_load.png" caption="Figure 4: Motion of a piezoelectric stack actuator in contact with a stiff environment" >}} {{< figure src="/ox-hugo/piezoelectric_spring_load.png" caption="Figure 4: Motion of a piezoelectric stack actuator in contact with a stiff environment" >}}
For piezo actuators, force and displacement are inversely related (Figure [5](#org51f52cb)). For piezo actuators, force and displacement are inversely related (Figure [5](#orga68d9e2)).
Maximum, or blocked, force (\\(F\_b\\)) occurs when there is no displacement. Maximum, or blocked, force (\\(F\_b\\)) occurs when there is no displacement.
Likewise, at maximum displacement, or free stroke, (\\(\Delta L\_f\\)) no force is generated. Likewise, at maximum displacement, or free stroke, (\\(\Delta L\_f\\)) no force is generated.
When an external load is applied, the stiffness of the load (\\(k\_e\\)) determines the displacement (\\(\Delta L\_A\\)) and force (\\(\Delta F\_A\\)) that can be produced. When an external load is applied, the stiffness of the load (\\(k\_e\\)) determines the displacement (\\(\Delta L\_A\\)) and force (\\(\Delta F\_A\\)) that can be produced.
<a id="org51f52cb"></a> <a id="orga68d9e2"></a>
{{< figure src="/ox-hugo/piezoelectric_force_displ_relation.png" caption="Figure 5: Relation between the maximum force and displacement" >}} {{< figure src="/ox-hugo/piezoelectric_force_displ_relation.png" caption="Figure 5: Relation between the maximum force and displacement" >}}
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org4de69d6"></a>Claeyssen, Frank, R. Le Letty, F. Barillot, and O. Sosnicki. 2007. “Amplified Piezoelectric Actuators: Static & Dynamic Applications.” _Ferroelectrics_ 351 (1):314. <https://doi.org/10.1080/00150190701351865>. <a id="orga200a60"></a>Claeyssen, Frank, R. Le Letty, F. Barillot, and O. Sosnicki. 2007. “Amplified Piezoelectric Actuators: Static & Dynamic Applications.” _Ferroelectrics_ 351 (1):314. <https://doi.org/10.1080/00150190701351865>.
<a id="org1025f36"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>. <a id="orgdda2743"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>.
<a id="org2278a86"></a>Lucinskis, R., and C. Mangeot. 2016. “Dynamic Characterization of an Amplified Piezoelectric Actuator.” <a id="org46de525"></a>Lucinskis, R., and C. Mangeot. 2016. “Dynamic Characterization of an Amplified Piezoelectric Actuator.”
## Backlinks {#backlinks}
- [Actuators]({{< relref "actuators" >}})
- [Voltage Amplifier]({{< relref "voltage_amplifier" >}})

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draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [A review of nanometer resolution position sensors: operation and performance]({{< relref "fleming13_review_nanom_resol_posit_sensor" >}})
- [Measurement technologies for precision positioning]({{< relref "gao15_measur_techn_precis_posit" >}})
- [Inertial Sensors]({{< relref "inertial_sensors" >}})
- [Sensors]({{< relref "sensors" >}})
- [Collocated Control]({{< relref "collocated_control" >}})
Tags Tags
: [Inertial Sensors]({{< relref "inertial_sensors" >}}), [Force Sensors]({{< relref "force_sensors" >}}), [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Signal Conditioner]({{< relref "signal_conditioner" >}}), [Signal to Noise Ratio]({{< relref "signal_to_noise_ratio" >}}) : [Inertial Sensors]({{< relref "inertial_sensors" >}}), [Force Sensors]({{< relref "force_sensors" >}}), [Sensor Fusion]({{< relref "sensor_fusion" >}}), [Signal Conditioner]({{< relref "signal_conditioner" >}}), [Signal to Noise Ratio]({{< relref "signal_to_noise_ratio" >}})
## Reviews of Relative Position Sensors {#reviews-of-relative-position-sensors} ## Reviews of Relative Position Sensors {#reviews-of-relative-position-sensors}
- Fleming, A. J., A review of nanometer resolution position sensors: operation and performance ([Fleming 2013](#orgeaf4a0a)) ([Notes]({{< relref "fleming13_review_nanom_resol_posit_sensor" >}})) - Fleming, A. J., A review of nanometer resolution position sensors: operation and performance ([Fleming 2013](#orgdd1b6d5)) ([Notes]({{< relref "fleming13_review_nanom_resol_posit_sensor" >}}))
<a id="table--tab:characteristics-relative-sensor"></a> <a id="table--tab:characteristics-relative-sensor"></a>
<div class="table-caption"> <div class="table-caption">
@ -30,7 +38,7 @@ Tags
<a id="table--tab:summary-position-sensors"></a> <a id="table--tab:summary-position-sensors"></a>
<div class="table-caption"> <div class="table-caption">
<span class="table-number"><a href="#table--tab:summary-position-sensors">Table 2</a></span>: <span class="table-number"><a href="#table--tab:summary-position-sensors">Table 2</a></span>:
Summary of position sensor characteristics. The dynamic range (DNR) and resolution are approximations based on a full-scale range of \(100 \mu m\) and a first order bandwidth of \(1 kHz\) <a class='org-ref-reference' href="#fleming13_review_nanom_resol_posit_sensor">fleming13_review_nanom_resol_posit_sensor</a> Summary of position sensor characteristics. The dynamic range (DNR) and resolution are approximations based on a full-scale range of 100um and a first order bandwidth of \(1 kHz\) <a class='org-ref-reference' href="#fleming13_review_nanom_resol_posit_sensor">fleming13_review_nanom_resol_posit_sensor</a>
</div> </div>
| Sensor Type | Range | DNR | Resolution | Max. BW | Accuracy | | Sensor Type | Range | DNR | Resolution | Max. BW | Accuracy |
@ -108,9 +116,9 @@ Description:
| Renishaw | 0.2 | 1 | 6 | 1 | | Renishaw | 0.2 | 1 | 6 | 1 |
| Picoscale | 0.2 | 2 | 2 | 1 | | Picoscale | 0.2 | 2 | 2 | 1 |
([Jang and Kim 2017](#org5a2485c)) ([Jang and Kim 2017](#orgbcf1569))
<a id="orgdc4dc3c"></a> <a id="orgf2b5520"></a>
{{< figure src="/ox-hugo/position_sensor_interferometer_precision.png" caption="Figure 1: Expected precision of interferometer as a function of measured distance" >}} {{< figure src="/ox-hugo/position_sensor_interferometer_precision.png" caption="Figure 1: Expected precision of interferometer as a function of measured distance" >}}
@ -126,15 +134,6 @@ Description:
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="orgeaf4a0a"></a>Fleming, Andrew J. 2013. “A Review of Nanometer Resolution Position Sensors: Operation and Performance.” _Sensors and Actuators a: Physical_ 190 (nil):10626. <https://doi.org/10.1016/j.sna.2012.10.016>. <a id="orgdd1b6d5"></a>Fleming, Andrew J. 2013. “A Review of Nanometer Resolution Position Sensors: Operation and Performance.” _Sensors and Actuators a: Physical_ 190 (nil):10626. <https://doi.org/10.1016/j.sna.2012.10.016>.
<a id="org5a2485c"></a>Jang, Yoon-Soo, and Seung-Woo Kim. 2017. “Compensation of the Refractive Index of Air in Laser Interferometer for Distance Measurement: A Review.” _International Journal of Precision Engineering and Manufacturing_ 18 (12):188190. <https://doi.org/10.1007/s12541-017-0217-y>. <a id="orgbcf1569"></a>Jang, Yoon-Soo, and Seung-Woo Kim. 2017. “Compensation of the Refractive Index of Air in Laser Interferometer for Distance Measurement: A Review.” _International Journal of Precision Engineering and Manufacturing_ 18 (12):188190. <https://doi.org/10.1007/s12541-017-0217-y>.
## Backlinks {#backlinks}
- [A review of nanometer resolution position sensors: operation and performance]({{< relref "fleming13_review_nanom_resol_posit_sensor" >}})
- [Measurement technologies for precision positioning]({{< relref "gao15_measur_techn_precis_posit" >}})
- [Inertial Sensors]({{< relref "inertial_sensors" >}})
- [Sensors]({{< relref "sensors" >}})
- [Collocated Control]({{< relref "collocated_control" >}})

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Tags
:
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [Position control in lithographic equipment]({{< relref "butler11_posit_contr_lithog_equip" >}}) - [Position control in lithographic equipment]({{< relref "butler11_posit_contr_lithog_equip" >}})
- [An instrument for 3d x-ray nano-imaging]({{< relref "holler12_instr_x_ray_nano_imagin" >}}) - [An instrument for 3d x-ray nano-imaging]({{< relref "holler12_instr_x_ray_nano_imagin" >}})
- [Interferometric characterization of rotation stages for x-ray nanotomography]({{< relref "stankevic17_inter_charac_rotat_stages_x_ray_nanot" >}}) - [Interferometric characterization of rotation stages for x-ray nanotomography]({{< relref "stankevic17_inter_charac_rotat_stages_x_ray_nanot" >}})
Tags
:
<./biblio/references.bib>

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@ -9,9 +9,9 @@ Tags
Tutorial about Power Spectral Density is accessible [here](https://tdehaeze.github.io/spectral-analysis/). Tutorial about Power Spectral Density is accessible [here](https://tdehaeze.github.io/spectral-analysis/).
A good article about how to use the `pwelch` function with Matlab ([Schmid 2012](#org206dff2)). A good article about how to use the `pwelch` function with Matlab ([Schmid 2012](#org28534e1)).
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org206dff2"></a>Schmid, Hanspeter. 2012. “How to Use the FFT and Matlabs Pwelch Function for Signal and Noise Simulations and Measurements.” _Institute of Microelectronics_. <a id="org28534e1"></a>Schmid, Hanspeter. 2012. “How to Use the FFT and Matlabs Pwelch Function for Signal and Noise Simulations and Measurements.” _Institute of Microelectronics_.

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draft = false draft = false
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:
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [Basics of precision engineering - 1st edition]({{< relref "leach18_basic_precis_engin_edition" >}}) - [Basics of precision engineering - 1st edition]({{< relref "leach18_basic_precis_engin_edition" >}})
- [Design for precision: current status and trends]({{< relref "schellekens98_desig_precis" >}}) - [Design for precision: current status and trends]({{< relref "schellekens98_desig_precis" >}})
Tags
:
<./biblio/references.bib>

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draft = false draft = false
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## Backlinks {#backlinks}
- [Vibration Control of Active Structures - Fourth Edition]({{< relref "preumont18_vibrat_contr_activ_struc_fourt_edition" >}})
- [Multivariable feedback control: analysis and design]({{< relref "skogestad07_multiv_feedb_contr" >}})
- [Modal testing: theory, practice and application]({{< relref "ewins00_modal" >}})
- [The art of electronics - third edition]({{< relref "horowitz15_art_of_elect_third_edition" >}})
- [The design of high performance mechatronics - 2nd revised edition]({{< relref "schmidt14_desig_high_perfor_mechat_revis_edition" >}})
- [Parallel robots : mechanics and control]({{< relref "taghirad13_paral" >}})
Tags Tags
: :
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [Modal testing: theory, practice and application]({{< relref "ewins00_modal" >}})
- [The art of electronics - third edition]({{< relref "horowitz15_art_of_elect_third_edition" >}})
- [Vibration Control of Active Structures - Fourth Edition]({{< relref "preumont18_vibrat_contr_activ_struc_fourt_edition" >}})
- [Multivariable feedback control: analysis and design]({{< relref "skogestad07_multiv_feedb_contr" >}})
- [Parallel robots : mechanics and control]({{< relref "taghirad13_paral" >}})
- [The design of high performance mechatronics - 2nd revised edition]({{< relref "schmidt14_desig_high_perfor_mechat_revis_edition" >}})

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Tags
: [Actuator Fusion]({{< relref "actuator_fusion" >}}), [Complementary Filters]({{< relref "complementary_filters" >}}), [Sensors]({{< relref "sensors" >}})
<./biblio/references.bib>
## Backlinks {#backlinks} ## Backlinks {#backlinks}
- [Nanopositioning with multiple sensors: a case study in data storage]({{< relref "sebastian12_nanop_with_multip_sensor" >}}) - [Nanopositioning with multiple sensors: a case study in data storage]({{< relref "sebastian12_nanop_with_multip_sensor" >}})
- [Sensor fusion for active vibration isolation in precision equipment]({{< relref "tjepkema12_sensor_fusion_activ_vibrat_isolat_precis_equip" >}}) - [Sensor fusion for active vibration isolation in precision equipment]({{< relref "tjepkema12_sensor_fusion_activ_vibrat_isolat_precis_equip" >}})
- [Nanopositioning system with force feedback for high-performance tracking and vibration control]({{< relref "fleming10_nanop_system_with_force_feedb" >}})
- [Vibration control of flexible structures using fusion of inertial sensors and hyper-stable actuator-sensor pairs]({{< relref "collette14_vibrat" >}}) - [Vibration control of flexible structures using fusion of inertial sensors and hyper-stable actuator-sensor pairs]({{< relref "collette14_vibrat" >}})
- [Sensor fusion methods for high performance active vibration isolation systems]({{< relref "collette15_sensor_fusion_method_high_perfor" >}}) - [Sensor fusion methods for high performance active vibration isolation systems]({{< relref "collette15_sensor_fusion_method_high_perfor" >}})
- [Nanopositioning system with force feedback for high-performance tracking and vibration control]({{< relref "fleming10_nanop_system_with_force_feedb" >}})
- [Position Sensors]({{< relref "position_sensors" >}}) - [Position Sensors]({{< relref "position_sensors" >}})
Tags
: [Actuator Fusion]({{< relref "actuator_fusion" >}}), [Complementary Filters]({{< relref "complementary_filters" >}}), [Sensors]({{< relref "sensors" >}})
<./biblio/references.bib>

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## Backlinks {#backlinks}
- [Sensor Fusion]({{< relref "sensor_fusion" >}})
Tags Tags
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draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Modal Analysis]({{< relref "modal_analysis" >}})
Tags Tags
: [Voice Coil Actuators]({{< relref "voice_coil_actuators" >}}) : [Voice Coil Actuators]({{< relref "voice_coil_actuators" >}})

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+++ +++
### Backlinks {#backlinks}
- [Position Sensors]({{< relref "position_sensors" >}})
Tags Tags
: [Force Sensors]({{< relref "force_sensors" >}}) : [Force Sensors]({{< relref "force_sensors" >}})
@ -44,8 +48,3 @@ The signal conditioning electronics can have different functions:
| Femto | [link](https://www.femto.de/en/products/current-amplifiers.html) | | Femto | [link](https://www.femto.de/en/products/current-amplifiers.html) |
<./biblio/references.bib> <./biblio/references.bib>
## Backlinks {#backlinks}
- [Position Sensors]({{< relref "position_sensors" >}})

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draft = false draft = false
+++ +++
### Backlinks {#backlinks}
- [Power Spectral Density]({{< relref "power_spectral_density" >}})
- [Voltage Amplifier]({{< relref "voltage_amplifier" >}})
- [Piezoelectric Actuators]({{< relref "piezoelectric_actuators" >}})
- [Position Sensors]({{< relref "position_sensors" >}})
Tags Tags
: [Electronics]({{< relref "electronics" >}}), [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}}) : [Electronics]({{< relref "electronics" >}}), [Dynamic Error Budgeting]({{< relref "dynamic_error_budgeting" >}})
## SNR to Noise PSD {#snr-to-noise-psd} ## SNR to Noise PSD {#snr-to-noise-psd}
From ([Jabben 2007](#org05d266b)) (Section 3.3.2): From ([Jabben 2007](#org620f0ec)) (Section 3.3.2):
> Electronic equipment does most often not come with detailed electric schemes, in which case the PSD should be determined from measurements. > Electronic equipment does most often not come with detailed electric schemes, in which case the PSD should be determined from measurements.
> In the design phase however, one has to rely on information provided by specification sheets from the manufacturer. > In the design phase however, one has to rely on information provided by specification sheets from the manufacturer.
@ -77,7 +84,7 @@ Let's say the wanted noise is \\(1 mV, \text{rms}\\) for a full range of \\(20 V
## Noise Density to RMS noise {#noise-density-to-rms-noise} ## Noise Density to RMS noise {#noise-density-to-rms-noise}
From ([Fleming 2010](#org8235840)): From ([Fleming 2010](#org094853a)):
\\[ \text{RMS noise} = \sqrt{2 \times \text{bandwidth}} \times \text{noise density} \\] \\[ \text{RMS noise} = \sqrt{2 \times \text{bandwidth}} \times \text{noise density} \\]
If the noise is normally distributed, the RMS value is also the standard deviation \\(\sigma\\). If the noise is normally distributed, the RMS value is also the standard deviation \\(\sigma\\).
@ -97,15 +104,6 @@ The peak-to-peak noise will be approximately \\(6 \sigma = 1.7 nm\\)
## Bibliography {#bibliography} ## Bibliography {#bibliography}
<a id="org8235840"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>. <a id="org094853a"></a>Fleming, A.J. 2010. “Nanopositioning System with Force Feedback for High-Performance Tracking and Vibration Control.” _IEEE/ASME Transactions on Mechatronics_ 15 (3):43347. <https://doi.org/10.1109/tmech.2009.2028422>.
<a id="org05d266b"></a>Jabben, Leon. 2007. “Mechatronic Design of a Magnetically Suspended Rotating Platform.” Delft University. <a id="org620f0ec"></a>Jabben, Leon. 2007. “Mechatronic Design of a Magnetically Suspended Rotating Platform.” Delft University.
## Backlinks {#backlinks}
- [Piezoelectric Actuators]({{< relref "piezoelectric_actuators" >}})
- [Power Spectral Density]({{< relref "power_spectral_density" >}})
- [Position Sensors]({{< relref "position_sensors" >}})
- [Voltage Amplifier]({{< relref "voltage_amplifier" >}})
- [Voltage Amplifier]({{< relref "voltage_amplifier" >}})

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### Backlinks {#backlinks}
- [Matlab]({{< relref "matlab" >}})
Tags Tags
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