If we refine the (force) inputs and (displacement) outputs as shown in Figure [2](#org63bb176) or in Figure [3](#orgd88dae0), 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\\}\\))
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.
{{<figuresrc="/ox-hugo/li01_vibration_control_plant.png"caption="Figure 5: Plant transfer function of one of the SISO subsystem for Vibration Control">}}
Each compensator is designed using simple loop-shaping techniques.
The unity control bandwidth of the isolation loop is designed to be from **5Hz to 50Hz**.
> Despite a reasonably good match between the modeled and the measured transfer functions, the model based decoupling algorithm does not produce the expected decoupling.
> Only about 20 dB separation is achieve between the diagonal and off-diagonal responses.
The simultaneous vibration isolation and pointing control is approached in two ways:
1. design and implement the vibration isolation control first, identify the pointing plant when the isolation loops are closed, then implement the pointing compensators
{{<figuresrc="/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.
{{<figuresrc="/ox-hugo/li01_effect_isolation_loop_closed.png"caption="Figure 9: \\(\theta\_x/\theta\_{x\_d}\\) transfer function with the isolation loop closed (simulation)">}}
The effect of pointing control on the isolation plant has not much effect.
> The interaction between loops may affect the transfer functions of the **first** closed loop, and thus affect its relative stability.
The dynamic interaction effect:
- only happens in the unity bandwidth of the loop transmission of the first closed loop.
{{<figuresrc="/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">}}
{{<figuresrc="/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">}}
> The isolation loop adds a second resonance peak at its high-frequency crossover in the pointing closed-loop transfer function, which may cause instability.
> Thus, it is recommended to design and implement the isolation control system first, and then identify the pointing plant with the isolation loop closed.
{{<figuresrc="/ox-hugo/li01_vibration_isolation_control_results.png"caption="Figure 13: Vibration isolation control: open-loop (solid) vs. closed-loop (dashed)">}}
The simultaneous control is of dual use:
- 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
The results of simultaneous control is shown in Figure [14](#orgb3f240b) where the bandwidth of the isolation control is expanded to very low frequency.
{{<figuresrc="/ox-hugo/li01_simultaneous_control_results.png"caption="Figure 14: Simultaneous control: open-loop (solid) vs. closed-loop (dashed)">}}
## Future research areas {#future-research-areas}
Proposed future research areas include:
-**Include base dynamics in the control**:
The base dynamics is here neglected since the movements of the base are very small.
The base dynamics could be measured by mounting accelerometers at the bottom of each strut or by using force sensors.
It then could be included in the feedforward path.
-**Robust control and MIMO design**
-**New decoupling method**:
The proposed decoupling algorithm do not produce the expected decoupling, despite a reasonably good match between the modeled and the measured transfer functions.
Incomplete decoupling increases the difficulty in designing the controller.
New decoupling methods are needed.
These methods must be static in order to be implemented practically on precision hexapods
-**Identification**:
Many advanced control methods require a more accurate model or identified plant.
A closed-loop identification method is propose to solve some problems with the current identification methods used.
-**Other possible sensors**:
Many sensors can be used to expand the utility of the Stewart platform:
-**3-axis load cells** to investigate the Coriolis and centripetal terms and new decoupling methods
-**LVDT** to provide differential position of the hexapod payload with respect to the base
-**Geophones** to provide payload and base velocity information
<aid="orgb27ac3b"></a>Li, Xiaochun. 2001. “Simultaneous, Fault-Tolerant Vibration Isolation and Pointing Control of Flexure Jointed Hexapods.” University of Wyoming.