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<h1 class="title">Modal Analysis - Measurement</h1>
<div id="table-of-contents">
<h2>Table of Contents</h2>
<div id="text-table-of-contents">
<ul>
<li><a href="#orgc2c9984">1. Instrumentation Used</a></li>
<li><a href="#org8b7c836">2. Structure Preparation and Test Planning</a>
<ul>
<li><a href="#org4e2067f">2.1. Structure Preparation</a></li>
<li><a href="#orge159695">2.2. Test Planing</a></li>
<li><a href="#org93e879f">2.3. Location of the Accelerometers</a></li>
<li><a href="#org155f119">2.4. Hammer Impacts</a></li>
</ul>
</li>
<li><a href="#orgf4d3979">3. Signal Processing</a>
<ul>
<li><a href="#org5818e34">3.1. Averaging</a></li>
<li><a href="#orgc6aff30">3.2. Windowing</a></li>
</ul>
</li>
<li><a href="#org58ab5bf">4. Force and Response signals</a>
<ul>
<li><a href="#org2216b49">4.1. Raw Force Data</a></li>
<li><a href="#org91939ab">4.2. Raw Response Data</a></li>
<li><a href="#orgc34cf19">4.3. Computation of one Frequency Response Function</a></li>
</ul>
</li>
<li><a href="#orgc91b48e">5. Frequency Response Functions and Coherence Results</a></li>
<li><a href="#org6c0132c">6. Generation of a FRF matrix and a Coherence matrix from the measurements</a></li>
</ul>
</div>
</div>
<div class="note">
<p>
All the files (data and Matlab scripts) are accessible <a href="data/modal_frf_coh.zip">here</a>.
</p>
</div>
<div id="outline-container-orgc2c9984" class="outline-2">
<h2 id="orgc2c9984"><span class="section-number-2">1</span> Instrumentation Used</h2>
<div class="outline-text-2" id="text-1">
<p>
In order to perform to <b>Modal Analysis</b> and to obtain first a <b>Response Model</b>, the following devices are used:
</p>
<ul class="org-ul">
<li>An <b>acquisition system</b> (OROS) with 24bits ADCs (figure <a href="#org8935b8f">1</a>)</li>
<li>3 tri-axis <b>Accelerometers</b> (figure <a href="#org48dfe3a">2</a>) with parameters shown on table <a href="#org4d70939">1</a></li>
<li>An <b>Instrumented Hammer</b> with various Tips (figure <a href="#org2a2c278">3</a>) (figure <a href="#org982b599">4</a>)</li>
</ul>
<div id="org8935b8f" class="figure">
<p><img src="img/instrumentation/oros.png" alt="oros.png" width="500px" />
</p>
<p><span class="figure-number">Figure 1: </span>Acquisition system: OROS</p>
</div>
<p>
The acquisition system permits to auto-range the inputs (probably using variable gain amplifiers) the obtain the maximum dynamic range.
This is done before each measurement.
Anti-aliasing filters are also included in the system.
</p>
<div id="org48dfe3a" class="figure">
<p><img src="img/instrumentation/accelero_M393B05.png" alt="accelero_M393B05.png" width="500px" />
</p>
<p><span class="figure-number">Figure 2: </span>Accelerometer used: M393B05</p>
</div>
<table id="org4d70939" border="2" cellspacing="0" cellpadding="6" rules="groups" frame="hsides">
<caption class="t-above"><span class="table-number">Table 1:</span> 393B05 Accelerometer Data Sheet</caption>
<colgroup>
<col class="org-left" />
<col class="org-left" />
</colgroup>
<tbody>
<tr>
<td class="org-left">Sensitivity</td>
<td class="org-left">10V/g</td>
</tr>
<tr>
<td class="org-left">Measurement Range</td>
<td class="org-left">0.5 g pk</td>
</tr>
<tr>
<td class="org-left">Broadband Resolution</td>
<td class="org-left">0.000004 g rms</td>
</tr>
<tr>
<td class="org-left">Frequency Range</td>
<td class="org-left">0.7 to 450Hz</td>
</tr>
<tr>
<td class="org-left">Resonance Frequency</td>
<td class="org-left">&gt; 2.5kHz</td>
</tr>
</tbody>
</table>
<p>
Tests have been conducted to determine the most suitable Hammer tip.
This has been found that the softer tip gives the best results.
It excites more the low frequency range where the coherence is low, the overall coherence was improved.
</p>
<div id="org2a2c278" class="figure">
<p><img src="img/instrumentation/instrumented_hammer.png" alt="instrumented_hammer.png" width="500px" />
</p>
<p><span class="figure-number">Figure 3: </span>Instrumented Hammer</p>
</div>
<div id="org982b599" class="figure">
<p><img src="img/instrumentation/hammer_tips.png" alt="hammer_tips.png" width="500px" />
</p>
<p><span class="figure-number">Figure 4: </span>Hammer tips</p>
</div>
<p>
The accelerometers are glued on the structure.
</p>
</div>
</div>
<div id="outline-container-org8b7c836" class="outline-2">
<h2 id="org8b7c836"><span class="section-number-2">2</span> Structure Preparation and Test Planning</h2>
<div class="outline-text-2" id="text-2">
</div>
<div id="outline-container-org4e2067f" class="outline-3">
<h3 id="org4e2067f"><span class="section-number-3">2.1</span> Structure Preparation</h3>
<div class="outline-text-3" id="text-2-1">
<p>
All the stages are turned ON.
This is done for two reasons:
</p>
<ul class="org-ul">
<li>Be closer to the real dynamic of the station in used</li>
<li>If the control system of stages are turned OFF, this would results in very low frequency modes un-identifiable with the current setup, and this will also decouple the dynamics which would not be the case in practice</li>
</ul>
<p>
This is critical for the translation stage and the spindle as their is no stiffness in the free DOF (air-bearing for the spindle for instance).
</p>
<p>
The alternative would have been to mechanically block the stages with screws, but this may result in changing the modes.
</p>
<p>
The stages turned ON are:
</p>
<ul class="org-ul">
<li>Translation Stage</li>
<li>Tilt Stage</li>
<li>Spindle and Slip-Ring</li>
<li>Hexapod</li>
</ul>
<p>
The top part representing the NASS and the sample platform have been removed in order to reduce the complexity of the dynamics and also because this will be further added in the model inside Simscape.
</p>
<p>
All the stages are moved to their zero position (Ty, Ry, Rz, Slip-Ring, Hexapod).
</p>
<p>
All other elements have been remove from the granite such as another heavy positioning system.
</p>
</div>
</div>
<div id="outline-container-orge159695" class="outline-3">
<h3 id="orge159695"><span class="section-number-3">2.2</span> Test Planing</h3>
<div class="outline-text-3" id="text-2-2">
<p>
The goal is to identify the full \(N \times N\) FRF matrix (where \(N\) is the number of degree of freedom of the system).
</p>
<p>
However, the principle of reciprocity states that:
\[ H_{jk} = \frac{X_j}{F_k} = H_{kj} = \frac{X_k}{F_j} \]
Thus, only one column or one line of the matrix has to be identified.
</p>
<p>
Either we choose to identify \(\frac{X_k}{F_i}\) or \(\frac{X_i}{F_k}\) for any chosen \(k\) and for \(i = 1,\ ...,\ N\).
</p>
<p>
We here choose to identify \(\frac{X_i}{F_k}\) for practical reasons:
</p>
<ul class="org-ul">
<li>it is easier to glue the accelerometers on some stages than to excite this particular stage with the Hammer</li>
</ul>
<p>
The measurement thus consists of:
</p>
<ul class="org-ul">
<li>always excite the structure at the same location with the Hammer</li>
<li>Move the accelerometers to measure all the DOF of the structure</li>
</ul>
</div>
</div>
<div id="outline-container-org93e879f" class="outline-3">
<h3 id="org93e879f"><span class="section-number-3">2.3</span> Location of the Accelerometers</h3>
<div class="outline-text-3" id="text-2-3">
<p>
4 tri-axis accelerometers are used for each solid body.
</p>
<p>
Only 2 could have been used as only 6DOF have to be measured, however, we have chosen to have some <b>redundancy</b>.
</p>
<p>
This could also help us identify measurement problems or flexible modes is present.
</p>
<p>
The position of the accelerometers are:
</p>
<ul class="org-ul">
<li>4 on the first granite</li>
<li>4 on the second granite (figure <a href="#org552acb7">5</a>)</li>
<li>4 on top of the translation stage (figure <a href="#orgd191f19">6</a>)</li>
<li>4 on top of the tilt stage</li>
<li>3 on top of the spindle</li>
<li>4 on top of the hexapod (figure <a href="#org0b791f2">7</a>)</li>
</ul>
<p>
In total, 23 accelerometers are used: <b>69 DOFs are thus measured</b>.
</p>
<p>
The position and orientation of all the accelerometers used are shown on figure <a href="#org29de56f">8</a>.
</p>
<p>
The precise determination of the position of each accelerometer is done using the SolidWorks model (shown on figure <a href="#org6cedca1">9</a>).
</p>
<div id="org552acb7" class="figure">
<p><img src="img/accelerometers/accelerometers_granite2_overview.jpg" alt="accelerometers_granite2_overview.jpg" width="500px" />
</p>
<p><span class="figure-number">Figure 5: </span>Accelerometers located on the top granite</p>
</div>
<div id="orgd191f19" class="figure">
<p><img src="img/accelerometers/accelerometers_ty_overview.jpg" alt="accelerometers_ty_overview.jpg" width="500px" />
</p>
<p><span class="figure-number">Figure 6: </span>Accelerometers located on top of the translation stage</p>
</div>
<div id="org0b791f2" class="figure">
<p><img src="img/accelerometers/accelerometers_hexa_overview.jpg" alt="accelerometers_hexa_overview.jpg" width="500px" />
</p>
<p><span class="figure-number">Figure 7: </span>Accelerometers located on the Hexapod</p>
</div>
<div id="org29de56f" class="figure">
<p><img src="figs/nass-modal-test.png" alt="nass-modal-test.png" width="800px" />
</p>
<p><span class="figure-number">Figure 8: </span>Position and orientation of the accelerometer used</p>
</div>
<div id="org6cedca1" class="figure">
<p><img src="img/location_accelerometers.png" alt="location_accelerometers.png" width="800px" />
</p>
<p><span class="figure-number">Figure 9: </span>Position of the accelerometers using SolidWorks</p>
</div>
<p>
The precise position of all the 23 accelerometer with respect to a frame located at the point of interest (located 270mm above the top platform of the hexapod) is shown below. The values are in meter.
They are contained in the <code>mat/id31_nanostation.cfg</code> file.
</p>
<table border="2" cellspacing="0" cellpadding="6" rules="groups" frame="hsides">
<colgroup>
<col class="org-right" />
<col class="org-right" />
<col class="org-right" />
<col class="org-right" />
</colgroup>
<thead>
<tr>
<th scope="col" class="org-right">ID</th>
<th scope="col" class="org-right">X[m]</th>
<th scope="col" class="org-right">Y[m]</th>
<th scope="col" class="org-right">Z[m]</th>
</tr>
</thead>
<tbody>
<tr>
<td class="org-right">1</td>
<td class="org-right">-6.4000e-002</td>
<td class="org-right">-6.4000e-002</td>
<td class="org-right">-2.7000e-001</td>
</tr>
<tr>
<td class="org-right">2</td>
<td class="org-right">-6.4000e-002</td>
<td class="org-right">6.4000e-002</td>
<td class="org-right">-2.7000e-001</td>
</tr>
<tr>
<td class="org-right">3</td>
<td class="org-right">6.4000e-002</td>
<td class="org-right">6.4000e-002</td>
<td class="org-right">-2.7000e-001</td>
</tr>
<tr>
<td class="org-right">4</td>
<td class="org-right">6.4000e-002</td>
<td class="org-right">-6.4000e-002</td>
<td class="org-right">-2.7000e-001</td>
</tr>
<tr>
<td class="org-right">5</td>
<td class="org-right">-3.8500e-001</td>
<td class="org-right">-3.0000e-001</td>
<td class="org-right">-4.1680e-001</td>
</tr>
<tr>
<td class="org-right">6</td>
<td class="org-right">-4.2000e-001</td>
<td class="org-right">2.8000e-001</td>
<td class="org-right">-4.1680e-001</td>
</tr>
<tr>
<td class="org-right">7</td>
<td class="org-right">4.2000e-001</td>
<td class="org-right">2.8000e-001</td>
<td class="org-right">-4.1680e-001</td>
</tr>
<tr>
<td class="org-right">8</td>
<td class="org-right">3.8000e-001</td>
<td class="org-right">-3.0000e-001</td>
<td class="org-right">-4.1680e-001</td>
</tr>
<tr>
<td class="org-right">9</td>
<td class="org-right">-4.7500e-001</td>
<td class="org-right">-4.1400e-001</td>
<td class="org-right">-4.2730e-001</td>
</tr>
<tr>
<td class="org-right">10</td>
<td class="org-right">-4.6500e-001</td>
<td class="org-right">4.0700e-001</td>
<td class="org-right">-4.2730e-001</td>
</tr>
<tr>
<td class="org-right">11</td>
<td class="org-right">4.7500e-001</td>
<td class="org-right">4.2400e-001</td>
<td class="org-right">-4.2730e-001</td>
</tr>
<tr>
<td class="org-right">12</td>
<td class="org-right">4.7500e-001</td>
<td class="org-right">-4.1900e-001</td>
<td class="org-right">-4.2730e-001</td>
</tr>
<tr>
<td class="org-right">13</td>
<td class="org-right">-3.2000e-001</td>
<td class="org-right">-4.4600e-001</td>
<td class="org-right">-7.8560e-001</td>
</tr>
<tr>
<td class="org-right">14</td>
<td class="org-right">-4.8000e-001</td>
<td class="org-right">5.3400e-001</td>
<td class="org-right">-7.8560e-001</td>
</tr>
<tr>
<td class="org-right">15</td>
<td class="org-right">4.5000e-001</td>
<td class="org-right">5.3400e-001</td>
<td class="org-right">-7.8560e-001</td>
</tr>
<tr>
<td class="org-right">16</td>
<td class="org-right">2.9500e-001</td>
<td class="org-right">-4.8100e-001</td>
<td class="org-right">-7.8560e-001</td>
</tr>
<tr>
<td class="org-right">17</td>
<td class="org-right">-7.3000e-001</td>
<td class="org-right">-5.2600e-001</td>
<td class="org-right">-9.5060e-001</td>
</tr>
<tr>
<td class="org-right">18</td>
<td class="org-right">-7.3500e-001</td>
<td class="org-right">8.1400e-001</td>
<td class="org-right">-9.5060e-001</td>
</tr>
<tr>
<td class="org-right">19</td>
<td class="org-right">8.7500e-001</td>
<td class="org-right">7.9900e-001</td>
<td class="org-right">-9.5060e-001</td>
</tr>
<tr>
<td class="org-right">20</td>
<td class="org-right">8.6490e-001</td>
<td class="org-right">-5.0600e-001</td>
<td class="org-right">-9.5060e-001</td>
</tr>
<tr>
<td class="org-right">21</td>
<td class="org-right">-1.5500e-001</td>
<td class="org-right">-9.0000e-002</td>
<td class="org-right">-5.9400e-001</td>
</tr>
<tr>
<td class="org-right">22</td>
<td class="org-right">0.0000e+000</td>
<td class="org-right">1.8000e-001</td>
<td class="org-right">-5.9400e-001</td>
</tr>
<tr>
<td class="org-right">23</td>
<td class="org-right">1.5500e-001</td>
<td class="org-right">-9.0000e-002</td>
<td class="org-right">-5.9400e-001</td>
</tr>
</tbody>
</table>
</div>
</div>
<div id="outline-container-org155f119" class="outline-3">
<h3 id="org155f119"><span class="section-number-3">2.4</span> Hammer Impacts</h3>
<div class="outline-text-3" id="text-2-4">
<p>
Only 3 impact points are used.
</p>
<p>
The impact points are shown on figures <a href="#org6cb6a5e">10</a>, <a href="#org9228a0f">11</a> and <a href="#orgf3797df">12</a>.
</p>
<p>
We chose this excitation point as it seems to excite all the modes in the frequency band of interest and because it provides good coherence for all the accelerometers.
</p>
<div id="org6cb6a5e" class="figure">
<p><img src="img/impacts/hammer_x.gif" alt="hammer_x.gif" width="300px" />
</p>
<p><span class="figure-number">Figure 10: </span>Hammer Blow in the X direction</p>
</div>
<div id="org9228a0f" class="figure">
<p><img src="img/impacts/hammer_y.gif" alt="hammer_y.gif" width="300px" />
</p>
<p><span class="figure-number">Figure 11: </span>Hammer Blow in the Y direction</p>
</div>
<div id="orgf3797df" class="figure">
<p><img src="img/impacts/hammer_z.gif" alt="hammer_z.gif" width="300px" />
</p>
<p><span class="figure-number">Figure 12: </span>Hammer Blow in the Z direction</p>
</div>
</div>
</div>
</div>
<div id="outline-container-orgf4d3979" class="outline-2">
<h2 id="orgf4d3979"><span class="section-number-2">3</span> Signal Processing</h2>
<div class="outline-text-2" id="text-3">
</div>
<div id="outline-container-org5818e34" class="outline-3">
<h3 id="org5818e34"><span class="section-number-3">3.1</span> Averaging</h3>
<div class="outline-text-3" id="text-3-1">
<p>
The measurements are averaged 10 times corresponding to 10 hammer impacts in order to reduce the effect of random noise.
The parameters for the impact test are shown on table <a href="#orga755bcd">2</a>.
</p>
<table id="orga755bcd" border="2" cellspacing="0" cellpadding="6" rules="groups" frame="hsides">
<caption class="t-above"><span class="table-number">Table 2:</span> Impact test parameters</caption>
<colgroup>
<col class="org-left" />
<col class="org-left" />
</colgroup>
<tbody>
<tr>
<td class="org-left">Start Delay</td>
<td class="org-left">-5%</td>
</tr>
<tr>
<td class="org-left">Number of lines</td>
<td class="org-left">801 lines</td>
</tr>
<tr>
<td class="org-left">Trigger Threshold</td>
<td class="org-left">300N</td>
</tr>
<tr>
<td class="org-left">Trigger Hysteresis</td>
<td class="org-left">100mN</td>
</tr>
<tr>
<td class="org-left">FRF Average</td>
<td class="org-left">10</td>
</tr>
</tbody>
</table>
</div>
</div>
<div id="outline-container-orgc6aff30" class="outline-3">
<h3 id="orgc6aff30"><span class="section-number-3">3.2</span> Windowing</h3>
<div class="outline-text-3" id="text-3-2">
<p>
Windowing is used on the force and response signals.
</p>
<p>
A boxcar window (figure <a href="#orgd10fc79">13</a>) is used for the force signal as once the impact on the structure is done, the measured signal is meaningless.
The parameters are:
</p>
<ul class="org-ul">
<li><b>Start</b>: \(3\%\)</li>
<li><b>Stop</b>: \(7\%\)</li>
</ul>
<div id="orgd10fc79" class="figure">
<p><img src="figs/windowing_force_signal.png" alt="windowing_force_signal.png" />
</p>
<p><span class="figure-number">Figure 13: </span>Window used for the force signal</p>
</div>
<p>
An exponential window (figure <a href="#orgdd629ee">14</a>) is used for the response signal as we are measuring transient signals and most of the information is located at the beginning of the signal.
The parameters are:
</p>
<ul class="org-ul">
<li>FlatTop:
<ul class="org-ul">
<li><b>Start</b>: \(3\%\)</li>
<li><b>Stop</b>: \(2.96\%\)</li>
</ul></li>
<li>Decreasing point:
<ul class="org-ul">
<li><b>X</b>: \(60.4\%\)</li>
<li><b>Y</b>: \(14.7\%\)</li>
</ul></li>
</ul>
<div id="orgdd629ee" class="figure">
<p><img src="figs/windowing_response_signal.png" alt="windowing_response_signal.png" />
</p>
<p><span class="figure-number">Figure 14: </span>Window used for the response signals</p>
</div>
</div>
</div>
</div>
<div id="outline-container-org58ab5bf" class="outline-2">
<h2 id="org58ab5bf"><span class="section-number-2">4</span> Force and Response signals</h2>
<div class="outline-text-2" id="text-4">
<p>
Let's load some obtained data to look at the force and response signals.
</p>
<div class="org-src-container">
<pre class="src src-matlab">meas1_raw = load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'mat/meas_raw_1.mat'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
</pre>
</div>
</div>
<div id="outline-container-org2216b49" class="outline-3">
<h3 id="org2216b49"><span class="section-number-3">4.1</span> Raw Force Data</h3>
<div class="outline-text-3" id="text-4-1">
<p>
The force input for the first measurement is shown on figure <a href="#org22bc8af">15</a>. We can see 10 impacts, one zoom on one impact is shown on figure <a href="#org6947c62">16</a>.
</p>
<p>
The Fourier transform of the force is shown on figure <a href="#org3431ecd">17</a>. This has been obtained without any windowing.
</p>
<div id="org22bc8af" class="figure">
<p><img src="figs/raw_data_force.png" alt="raw_data_force.png" />
</p>
<p><span class="figure-number">Figure 15: </span>Raw Force Data from Hammer Blow</p>
</div>
<div id="org6947c62" class="figure">
<p><img src="figs/raw_data_force_zoom.png" alt="raw_data_force_zoom.png" />
</p>
<p><span class="figure-number">Figure 16: </span>Raw Force Data from Hammer Blow - Zoom</p>
</div>
<div id="org3431ecd" class="figure">
<p><img src="figs/fourier_transfor_force_impact.png" alt="fourier_transfor_force_impact.png" />
</p>
<p><span class="figure-number">Figure 17: </span>Fourier Transform of the 10 force impacts for the first measurement</p>
</div>
</div>
</div>
<div id="outline-container-org91939ab" class="outline-3">
<h3 id="org91939ab"><span class="section-number-3">4.2</span> Raw Response Data</h3>
<div class="outline-text-3" id="text-4-2">
<p>
The response signal for the first measurement is shown on figure <a href="#orgf99383e">18</a>. One zoom on one response is shown on figure <a href="#orgb1fed61">19</a>.
</p>
<p>
The Fourier transform of the response signals is shown on figure <a href="#org9e5f2eb">20</a>. This has been obtained without any windowing.
</p>
<div id="orgf99383e" class="figure">
<p><img src="figs/raw_data_acceleration.png" alt="raw_data_acceleration.png" />
</p>
<p><span class="figure-number">Figure 18: </span>Raw Acceleration Data from Accelerometer</p>
</div>
<div id="orgb1fed61" class="figure">
<p><img src="figs/raw_data_acceleration_zoom.png" alt="raw_data_acceleration_zoom.png" />
</p>
<p><span class="figure-number">Figure 19: </span>Raw Acceleration Data from Accelerometer - Zoom</p>
</div>
<div id="org9e5f2eb" class="figure">
<p><img src="figs/fourier_transform_response_signals.png" alt="fourier_transform_response_signals.png" />
</p>
<p><span class="figure-number">Figure 20: </span>Fourier transform of the measured response signals</p>
</div>
</div>
</div>
<div id="outline-container-orgc34cf19" class="outline-3">
<h3 id="orgc34cf19"><span class="section-number-3">4.3</span> Computation of one Frequency Response Function</h3>
<div class="outline-text-3" id="text-4-3">
<p>
Now that we have obtained the Fourier transform of both the force input and the response signal, we can compute the Frequency Response Function from the force to the acceleration.
</p>
<p>
We then compare the result obtained with the FRF computed by the modal software (figure <a href="#org01c1f1c">21</a>).
</p>
<p>
The slight difference can probably be explained by the use of windows.
</p>
<p>
In the following analysis, FRF computed from the software will be used.
</p>
<div class="org-src-container">
<pre class="src src-matlab">meas1 = load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'mat/meas_frf_coh_1.mat'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
</pre>
</div>
<div id="org01c1f1c" class="figure">
<p><img src="figs/frf_comparison_software.png" alt="frf_comparison_software.png" />
</p>
<p><span class="figure-number">Figure 21: </span>Comparison of the computed FRF from the Fourier transform and using the modal software</p>
</div>
</div>
</div>
</div>
<div id="outline-container-orgc91b48e" class="outline-2">
<h2 id="orgc91b48e"><span class="section-number-2">5</span> Frequency Response Functions and Coherence Results</h2>
<div class="outline-text-2" id="text-5">
<p>
Let's see one computed Frequency Response Function and one coherence in order to attest the quality of the measurement.
</p>
<p>
First, we load the data.
</p>
<div class="org-src-container">
<pre class="src src-matlab">meas1 = load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'mat/meas_frf_coh_1.mat'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
</pre>
</div>
<p>
And we plot on figure <a href="#org2962423">22</a> the frequency response function from the force applied in the \(X\) direction at the location of the accelerometer number 11 to the acceleration in the \(X\) direction as measured by the first accelerometer located on the top platform of the hexapod.
</p>
<p>
The coherence associated is shown on figure <a href="#org2962423">22</a>.
</p>
<div id="org2962423" class="figure">
<p><img src="figs/frf_result_example.png" alt="frf_result_example.png" />
</p>
<p><span class="figure-number">Figure 22: </span>Example of one measured FRF</p>
</div>
<div id="org46c579a" class="figure">
<p><img src="figs/coh_result_example.png" alt="coh_result_example.png" />
</p>
<p><span class="figure-number">Figure 23: </span>Example of one measured Coherence</p>
</div>
</div>
</div>
<div id="outline-container-org6c0132c" class="outline-2">
<h2 id="org6c0132c"><span class="section-number-2">6</span> Generation of a FRF matrix and a Coherence matrix from the measurements</h2>
<div class="outline-text-2" id="text-6">
<p>
We want here to combine all the Frequency Response Functions measured into one big array called the <b>Frequency Response Matrix</b>.
</p>
<p>
The frequency response matrix is an \(n \times p \times q\):
</p>
<ul class="org-ul">
<li>\(n\) is the number of measurements: \(23 \times 3\) (23 accelerometers measuring 3 directions each)</li>
<li>\(p\) is the number of excitation inputs: \(3\)</li>
<li>\(q\) is the number of frequency points \(\omega_i\)</li>
</ul>
<p>
Thus, the FRF matrix is an \(69 \times 3 \times 801\) matrix.
</p>
<div class="important">
<p>
For each frequency point \(\omega_i\), we obtain a 2D matrix:
</p>
\begin{equation}
\text{FRF}(\omega_i) = \begin{bmatrix}
\frac{D_{1_x}}{F_x}(\omega_i) & \frac{D_{1_x}}{F_y}(\omega_i) & \frac{D_{1_x}}{F_z}(\omega_i) \\
\frac{D_{1_y}}{F_x}(\omega_i) & \frac{D_{1_y}}{F_y}(\omega_i) & \frac{D_{1_y}}{F_z}(\omega_i) \\
\frac{D_{1_z}}{F_x}(\omega_i) & \frac{D_{1_z}}{F_y}(\omega_i) & \frac{D_{1_z}}{F_z}(\omega_i) \\
\frac{D_{2_x}}{F_x}(\omega_i) & \frac{D_{2_x}}{F_y}(\omega_i) & \frac{D_{2_x}}{F_z}(\omega_i) \\
\vdots & \vdots & \vdots \\
\frac{D_{23_z}}{F_x}(\omega_i) & \frac{D_{23_z}}{F_y}(\omega_i) & \frac{D_{23_z}}{F_z}(\omega_i) \\
\end{bmatrix}
\end{equation}
</div>
<p>
We generate such FRF matrix from the measurements using the following script.
</p>
<div class="org-src-container">
<pre class="src src-matlab">n_meas = <span class="org-highlight-numbers-number">24</span>;
n_acc = <span class="org-highlight-numbers-number">23</span>;
dirs = <span class="org-string">'XYZ'</span>;
<span class="org-comment">% Number of Accelerometer * DOF for each acccelerometer / Number of excitation / frequency points</span>
FRFs = zeros<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">3</span><span class="org-type">*</span>n_acc, <span class="org-highlight-numbers-number">3</span>, <span class="org-highlight-numbers-number">801</span><span class="org-rainbow-delimiters-depth-1">)</span>;
COHs = zeros<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">3</span><span class="org-type">*</span>n_acc, <span class="org-highlight-numbers-number">3</span>, <span class="org-highlight-numbers-number">801</span><span class="org-rainbow-delimiters-depth-1">)</span>;
<span class="org-comment">% Loop through measurements</span>
<span class="org-keyword">for</span> <span class="org-variable-name">i</span> = <span class="org-constant"><span class="org-highlight-numbers-number">1</span></span><span class="org-constant">:n_meas</span>
<span class="org-comment">% Load the measurement file</span>
meas = load<span class="org-rainbow-delimiters-depth-1">(</span>sprintf<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'mat/meas_frf_coh_%i.mat'</span>, <span class="org-constant">i</span>));
<span class="org-comment">% First: determine what is the exitation (direction and sign)</span>
exc_dir = meas.FFT1_AvXSpc_2_1_RMS_RfName<span class="org-rainbow-delimiters-depth-3">(</span>end<span class="org-rainbow-delimiters-depth-3">)</span>;
exc_sign = meas.FFT1_AvXSpc_2_1_RMS_RfName<span class="org-rainbow-delimiters-depth-3">(</span>end<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-3">)</span>;
<span class="org-comment">% Determine what is the correct excitation sign</span>
exc_factor = str2num<span class="org-rainbow-delimiters-depth-3">(</span><span class="org-rainbow-delimiters-depth-4">[</span>exc_sign, '<span class="org-highlight-numbers-number">1</span>'<span class="org-rainbow-delimiters-depth-4">]</span><span class="org-rainbow-delimiters-depth-3">)</span>;
<span class="org-keyword">if</span> exc_dir <span class="org-type">~=</span> <span class="org-string">'Z'</span>
exc_factor = exc_factor<span class="org-type">*</span><span class="org-rainbow-delimiters-depth-3">(</span><span class="org-type">-</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-3">)</span>;
<span class="org-keyword">end</span>
<span class="org-comment">% Then: loop through the nine measurements and store them at the correct location</span>
<span class="org-keyword">for</span> <span class="org-variable-name">j</span> = <span class="org-constant"><span class="org-highlight-numbers-number">2</span></span><span class="org-constant">:</span><span class="org-constant"><span class="org-highlight-numbers-number">10</span></span>
<span class="org-comment">% Determine what is the accelerometer and direction</span>
<span class="org-rainbow-delimiters-depth-3">[</span>indices_acc_i<span class="org-rainbow-delimiters-depth-3">]</span> = strfind<span class="org-rainbow-delimiters-depth-3">(</span>meas.<span class="org-rainbow-delimiters-depth-4">(</span>sprintf<span class="org-rainbow-delimiters-depth-5">(</span><span class="org-string">'FFT1_H1_%i_1_RpName', j)), '.'</span>);
acc_i = str2num<span class="org-rainbow-delimiters-depth-6">(</span>meas.<span class="org-rainbow-delimiters-depth-7">(</span>sprintf<span class="org-rainbow-delimiters-depth-8">(</span><span class="org-string">'FFT1_H1_%i_1_RpName'</span>, <span class="org-constant">j</span>))(indices_acc_i(<span class="org-highlight-numbers-number">1</span>)<span class="org-type">+</span><span class="org-highlight-numbers-number">1</span><span class="org-type">:</span>indices_acc_i(<span class="org-highlight-numbers-number">2</span>)<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>));
meas_dir = meas.<span class="org-rainbow-delimiters-depth-9">(</span>sprintf<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'FFT1_H1_%i_1_RpName'</span>, <span class="org-constant">j</span>))(end);
meas_sign = meas.<span class="org-rainbow-delimiters-depth-2">(</span>sprintf<span class="org-rainbow-delimiters-depth-3">(</span><span class="org-string">'FFT1_H1_%i_1_RpName'</span>, <span class="org-constant">j</span>))(end<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>);
<span class="org-comment">% Determine what is the correct measurement sign</span>
meas_factor = str2num<span class="org-rainbow-delimiters-depth-4">(</span><span class="org-rainbow-delimiters-depth-5">[</span>meas_sign, '<span class="org-highlight-numbers-number">1</span>'<span class="org-rainbow-delimiters-depth-5">]</span><span class="org-rainbow-delimiters-depth-4">)</span>;
<span class="org-keyword">if</span> meas_dir <span class="org-type">~=</span> <span class="org-string">'Z'</span>
meas_factor = meas_factor<span class="org-type">*</span><span class="org-rainbow-delimiters-depth-4">(</span><span class="org-type">-</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-4">)</span>;
<span class="org-keyword">end</span>
% FRFs(acc_i<span class="org-type">+</span>n_acc<span class="org-type">*</span>(find(dirs<span class="org-type">==</span>meas_dir)<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>), find(dirs<span class="org-type">==</span>exc_dir), <span class="org-type">:</span>) = exc_factor<span class="org-type">*</span>meas_factor<span class="org-type">*</span>meas.(sprintf('FFT1_H1_<span class="org-comment">%i_1_Y_ReIm', j));</span>
% COHs(acc_i<span class="org-type">+</span>n_acc<span class="org-type">*</span>(find(dirs<span class="org-type">==</span>meas_dir)<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>), find(dirs<span class="org-type">==</span>exc_dir), <span class="org-type">:</span>) = meas.(sprintf('FFT1_Coh_<span class="org-comment">%i_1_RMS_Y_Val', j));</span>
FRFs<span class="org-rainbow-delimiters-depth-4">(</span>find<span class="org-rainbow-delimiters-depth-5">(</span>dirs<span class="org-type">==</span>meas_dir<span class="org-rainbow-delimiters-depth-5">)</span><span class="org-type">+</span><span class="org-highlight-numbers-number">3</span><span class="org-type">*</span><span class="org-rainbow-delimiters-depth-5">(</span>acc_i<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-5">)</span>, find<span class="org-rainbow-delimiters-depth-5">(</span>dirs<span class="org-type">==</span>exc_dir<span class="org-rainbow-delimiters-depth-5">)</span>, <span class="org-type">:</span><span class="org-rainbow-delimiters-depth-4">)</span> = exc_factor<span class="org-type">*</span>meas_factor<span class="org-type">*</span>meas.<span class="org-rainbow-delimiters-depth-4">(</span>sprintf<span class="org-rainbow-delimiters-depth-5">(</span><span class="org-string">'FFT1_H1_%i_1_Y_ReIm'</span>, <span class="org-constant">j</span>));
COHs<span class="org-rainbow-delimiters-depth-6">(</span>find<span class="org-rainbow-delimiters-depth-7">(</span>dirs<span class="org-type">==</span>meas_dir<span class="org-rainbow-delimiters-depth-7">)</span><span class="org-type">+</span><span class="org-highlight-numbers-number">3</span><span class="org-type">*</span><span class="org-rainbow-delimiters-depth-7">(</span>acc_i<span class="org-type">-</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-7">)</span>, find<span class="org-rainbow-delimiters-depth-7">(</span>dirs<span class="org-type">==</span>exc_dir<span class="org-rainbow-delimiters-depth-7">)</span>, <span class="org-type">:</span><span class="org-rainbow-delimiters-depth-6">)</span> = meas.<span class="org-rainbow-delimiters-depth-6">(</span>sprintf<span class="org-rainbow-delimiters-depth-7">(</span><span class="org-string">'FFT1_Coh_%i_1_RMS_Y_Val'</span>, <span class="org-constant">j</span>));
<span class="org-keyword">end</span>
<span class="org-keyword">end</span>
freqs = meas.FFT1_Coh_10_1_RMS_X_Val;
</pre>
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<p>
And we save the obtained FRF matrix and Coherence matrix in a <code>.mat</code> file.
</p>
<div class="org-src-container">
<pre class="src src-matlab">save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/frf_coh_matrices.mat', 'FRFs', 'COHs', 'freqs'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
</pre>
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<div id="postamble" class="status">
<p class="author">Author: Dehaeze Thomas</p>
<p class="date">Created: 2019-07-03 mer. 17:24</p>
<p class="validation"><a href="http://validator.w3.org/check?uri=referer">Validate</a></p>
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