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|  |
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|  <a accesskey="H" href="../index.html"> HOME </a>
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| </div><div id="content">
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| <h1 class="title">Active Damping</h1>
 | |
| <div id="table-of-contents">
 | |
| <h2>Table of Contents</h2>
 | |
| <div id="text-table-of-contents">
 | |
| <ul>
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| <li><a href="#orgbcf03a9">1. Undamped System</a>
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| <ul>
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| <li><a href="#org46a3e46">1.1. Init</a></li>
 | |
| <li><a href="#org182ef44">1.2. Identification</a></li>
 | |
| <li><a href="#org78e6984">1.3. Sensitivity to disturbances</a></li>
 | |
| <li><a href="#orgac6dd79">1.4. Undamped Plant</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#orgeea54a1">2. Integral Force Feedback</a>
 | |
| <ul>
 | |
| <li><a href="#org2c83f94">2.1. One degree-of-freedom example</a>
 | |
| <ul>
 | |
| <li><a href="#org4efeef1">2.1.1. Equations</a></li>
 | |
| <li><a href="#orgb3880fc">2.1.2. Matlab Example</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#org731eb41">2.2. Control Design</a></li>
 | |
| <li><a href="#orgcaee5e8">2.3. Identification of the damped plant</a></li>
 | |
| <li><a href="#org92c8ec7">2.4. Sensitivity to disturbances</a></li>
 | |
| <li><a href="#orgacc1bc1">2.5. Damped Plant</a></li>
 | |
| <li><a href="#orged93d15">2.6. Conclusion</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#org087ecf6">3. Relative Motion Control</a>
 | |
| <ul>
 | |
| <li><a href="#orga33a4fa">3.1. One degree-of-freedom example</a>
 | |
| <ul>
 | |
| <li><a href="#orge6e79c5">3.1.1. Equations</a></li>
 | |
| <li><a href="#orgfb8caad">3.1.2. Matlab Example</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#orgcb24491">3.2. Control Design</a></li>
 | |
| <li><a href="#orgaeb6872">3.3. Identification of the damped plant</a></li>
 | |
| <li><a href="#org2fc9fe6">3.4. Sensitivity to disturbances</a></li>
 | |
| <li><a href="#org846d098">3.5. Damped Plant</a></li>
 | |
| <li><a href="#org12f4764">3.6. Conclusion</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#orgd92711d">4. Direct Velocity Feedback</a>
 | |
| <ul>
 | |
| <li><a href="#org189fb3b">4.1. One degree-of-freedom example</a>
 | |
| <ul>
 | |
| <li><a href="#org5318c89">4.1.1. Equations</a></li>
 | |
| <li><a href="#orgfb2a947">4.1.2. Matlab Example</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#org3c87599">4.2. Control Design</a></li>
 | |
| <li><a href="#org07e7826">4.3. Identification of the damped plant</a></li>
 | |
| <li><a href="#org901fc2b">4.4. Sensitivity to disturbances</a></li>
 | |
| <li><a href="#org22a4374">4.5. Damped Plant</a></li>
 | |
| <li><a href="#org1c0a92c">4.6. Conclusion</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#org099228a">5. Comparison</a>
 | |
| <ul>
 | |
| <li><a href="#org10b67a5">5.1. Load the plants</a></li>
 | |
| <li><a href="#org0dcb40a">5.2. Sensitivity to Disturbance</a></li>
 | |
| <li><a href="#orgcc0be93">5.3. Damped Plant</a></li>
 | |
| </ul>
 | |
| </li>
 | |
| <li><a href="#org0476571">6. Conclusion</a></li>
 | |
| </ul>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| First, in section <a href="#org86b2b5e">1</a>, we will looked at the undamped system.
 | |
| </p>
 | |
| 
 | |
| <p>
 | |
| Then, we will compare three active damping techniques:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li>In section <a href="#org1e5669e">2</a>: the integral force feedback is used</li>
 | |
| <li>In section <a href="#org42ae53a">3</a>: the relative motion control is used</li>
 | |
| <li>In section <a href="#org556890f">4</a>: the direct velocity feedback is used</li>
 | |
| </ul>
 | |
| 
 | |
| <p>
 | |
| For each of the active damping technique, we will:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li>Compare the sensitivity from disturbances</li>
 | |
| <li>Look at the damped plant</li>
 | |
| </ul>
 | |
| 
 | |
| <p>
 | |
| The disturbances are:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li>Ground motion</li>
 | |
| <li>Direct forces</li>
 | |
| <li>Motion errors of all the stages</li>
 | |
| </ul>
 | |
| 
 | |
| <div id="outline-container-orgbcf03a9" class="outline-2">
 | |
| <h2 id="orgbcf03a9"><span class="section-number-2">1</span> Undamped System</h2>
 | |
| <div class="outline-text-2" id="text-1">
 | |
| <p>
 | |
| <a id="org86b2b5e"></a>
 | |
| </p>
 | |
| <div class="note">
 | |
| <p>
 | |
| All the files (data and Matlab scripts) are accessible <a href="data/undamped_system.zip">here</a>.
 | |
| </p>
 | |
| 
 | |
| </div>
 | |
| <p>
 | |
| We first look at the undamped system.
 | |
| The performance of this undamped system will be compared with the damped system using various techniques.
 | |
| </p>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org46a3e46" class="outline-3">
 | |
| <h3 id="org46a3e46"><span class="section-number-3">1.1</span> Init</h3>
 | |
| <div class="outline-text-3" id="text-1-1">
 | |
| <p>
 | |
| We initialize all the stages with the default parameters.
 | |
| The nano-hexapod is a piezoelectric hexapod and the sample has a mass of 50kg.
 | |
| </p>
 | |
| 
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">initializeInputs<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGround<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGranite<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeTy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRz<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMicroHexapod<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeAxisc<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMirror<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeNanoHexapod<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'actuator'</span>, <span class="org-string">'piezo'</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| initializeSample<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'mass'</span>, <span class="org-highlight-numbers-number">50</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| All the controllers are set to 0.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_iff = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_iff'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_rmc = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_rmc'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_dvf = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_dvf'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org182ef44" class="outline-3">
 | |
| <h3 id="org182ef44"><span class="section-number-3">1.2</span> Identification</h3>
 | |
| <div class="outline-text-3" id="text-1-2">
 | |
| <p>
 | |
| We identify the various transfer functions of the system
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">G = identifyPlant<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And we save it for further analysis.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org78e6984" class="outline-3">
 | |
| <h3 id="org78e6984"><span class="section-number-3">1.3</span> Sensitivity to disturbances</h3>
 | |
| <div class="outline-text-3" id="text-1-3">
 | |
| <p>
 | |
| The sensitivity to disturbances are shown on figure <a href="#orgf3b9fba">1</a>.
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="orgf3b9fba" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_undamped.png" alt="sensitivity_dist_undamped.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 1: </span>Undamped sensitivity to disturbances (<a href="./figs/sensitivity_dist_undamped.png">png</a>, <a href="./figs/sensitivity_dist_undamped.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="orgb418189" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_stages.png" alt="sensitivity_dist_stages.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 2: </span>Sensitivity to force disturbances in various stages (<a href="./figs/sensitivity_dist_stages.png">png</a>, <a href="./figs/sensitivity_dist_stages.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgac6dd79" class="outline-3">
 | |
| <h3 id="orgac6dd79"><span class="section-number-3">1.4</span> Undamped Plant</h3>
 | |
| <div class="outline-text-3" id="text-1-4">
 | |
| <p>
 | |
| The "plant" (transfer function from forces applied by the nano-hexapod to the measured displacement of the sample with respect to the granite) bode plot is shown on figure <a href="#orgf3b9fba">1</a>.
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="orgcc5c0db" class="figure">
 | |
| <p><img src="figs/plant_undamped.png" alt="plant_undamped.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 3: </span>Transfer Function from cartesian forces to displacement for the undamped plant (<a href="./figs/plant_undamped.png">png</a>, <a href="./figs/plant_undamped.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgeea54a1" class="outline-2">
 | |
| <h2 id="orgeea54a1"><span class="section-number-2">2</span> Integral Force Feedback</h2>
 | |
| <div class="outline-text-2" id="text-2">
 | |
| <p>
 | |
| <a id="org1e5669e"></a>
 | |
| </p>
 | |
| <div class="note">
 | |
| <p>
 | |
| All the files (data and Matlab scripts) are accessible <a href="data/iff.zip">here</a>.
 | |
| </p>
 | |
| 
 | |
| </div>
 | |
| <p>
 | |
| Integral Force Feedback is applied.
 | |
| In section <a href="#org9620ec3">2.1</a>, IFF is applied on a uni-axial system to understand its behavior.
 | |
| Then, it is applied on the simscape model.
 | |
| </p>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org2c83f94" class="outline-3">
 | |
| <h3 id="org2c83f94"><span class="section-number-3">2.1</span> One degree-of-freedom example</h3>
 | |
| <div class="outline-text-3" id="text-2-1">
 | |
| <p>
 | |
| <a id="org9620ec3"></a>
 | |
| </p>
 | |
| </div>
 | |
| <div id="outline-container-org4efeef1" class="outline-4">
 | |
| <h4 id="org4efeef1"><span class="section-number-4">2.1.1</span> Equations</h4>
 | |
| <div class="outline-text-4" id="text-2-1-1">
 | |
| 
 | |
| <div id="orge1d8b91" class="figure">
 | |
| <p><img src="figs/iff_1dof.png" alt="iff_1dof.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 4: </span>Integral Force Feedback applied to a 1dof system</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The dynamic of the system is described by the following equation:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   ms^2x = F_d - kx - csx + kw + csw + F
 | |
| \end{equation}
 | |
| <p>
 | |
| The measured force \(F_m\) is:
 | |
| </p>
 | |
| \begin{align}
 | |
|   F_m &= F - kx - csx + kw + csw \\
 | |
|       &= ms^2 x - F_d
 | |
| \end{align}
 | |
| <p>
 | |
| The Integral Force Feedback controller is \(K = -\frac{g}{s}\), and thus the applied force by this controller is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   F_{\text{IFF}} = -\frac{g}{s} F_m = -\frac{g}{s} (ms^2 x - F_d)
 | |
| \end{equation}
 | |
| <p>
 | |
| Once the IFF is applied, the new dynamics of the system is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   ms^2x = F_d + F - kx - csx + kw + csw - \frac{g}{s} (ms^2x - F_d)
 | |
| \end{equation}
 | |
| 
 | |
| <p>
 | |
| And finally:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   x = F_d \frac{1 + \frac{g}{s}}{ms^2 + (mg + c)s + k} + F \frac{1}{ms^2 + (mg + c)s + k} +  w \frac{k + cs}{ms^2 + (mg + c)s + k}
 | |
| \end{equation}
 | |
| 
 | |
| <p>
 | |
| We can see that this:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li>adds damping to the system by a value \(mg\)</li>
 | |
| <li>lower the compliance as low frequency by a factor: \(1 + g/s\)</li>
 | |
| </ul>
 | |
| 
 | |
| <p>
 | |
| If we want critical damping:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   \xi = \frac{1}{2} \frac{c + gm}{\sqrt{km}} = \frac{1}{2}
 | |
| \end{equation}
 | |
| 
 | |
| <p>
 | |
| This is attainable if we have:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   g = \frac{\sqrt{km} - c}{m}
 | |
| \end{equation}
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgb3880fc" class="outline-4">
 | |
| <h4 id="orgb3880fc"><span class="section-number-4">2.1.2</span> Matlab Example</h4>
 | |
| <div class="outline-text-4" id="text-2-1-2">
 | |
| <p>
 | |
| Let define the system parameters.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">m = <span class="org-highlight-numbers-number">50</span>; <span class="org-comment">% [kg]</span>
 | |
| k = <span class="org-highlight-numbers-number">1e6</span>; <span class="org-comment">% [N/m]</span>
 | |
| c = <span class="org-highlight-numbers-number">1e3</span>; <span class="org-comment">% [N/(m/s)]</span>
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The state space model of the system is defined below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">A = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-type">-</span>c<span class="org-type">/</span>m <span class="org-type">-</span>k<span class="org-type">/</span>m;
 | |
|      <span class="org-highlight-numbers-number">1</span>     <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| B = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>m <span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>m <span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span>   <span class="org-highlight-numbers-number">0</span>    <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| C = <span class="org-rainbow-delimiters-depth-1">[</span> <span class="org-highlight-numbers-number">0</span>  <span class="org-highlight-numbers-number">1</span>;
 | |
|      <span class="org-type">-</span>c <span class="org-type">-</span>k<span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| D = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span>;
 | |
|      <span class="org-highlight-numbers-number">1</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| sys = ss<span class="org-rainbow-delimiters-depth-1">(</span>A, B, C, D<span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| sys.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'F'</span>, <span class="org-string">'Fd'</span>, <span class="org-string">'wddot'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| sys.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'d'</span>, <span class="org-string">'Fm'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| sys.StateName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'ddot'</span>, <span class="org-string">'d'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The controller \(K_\text{IFF}\) is:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">Kiff = <span class="org-type">-</span><span class="org-rainbow-delimiters-depth-1">(</span><span class="org-rainbow-delimiters-depth-2">(</span>sqrt<span class="org-rainbow-delimiters-depth-3">(</span>k<span class="org-type">*</span>m<span class="org-rainbow-delimiters-depth-3">)</span><span class="org-type">-</span>c<span class="org-rainbow-delimiters-depth-2">)</span><span class="org-type">/</span>m<span class="org-rainbow-delimiters-depth-1">)</span><span class="org-type">/</span>s;
 | |
| Kiff.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'Fm'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| Kiff.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'F'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And the closed loop system is computed below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">sys_iff = feedback<span class="org-rainbow-delimiters-depth-1">(</span>sys, Kiff, <span class="org-string">'name'</span>, <span class="org-type">+</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="orgb9563d1" class="figure">
 | |
| <p><img src="figs/iff_1dof_sensitivitiy.png" alt="iff_1dof_sensitivitiy.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 5: </span>Sensitivity to disturbance when IFF is applied on the 1dof system (<a href="./figs/iff_1dof_sensitivitiy.png">png</a>, <a href="./figs/iff_1dof_sensitivitiy.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org731eb41" class="outline-3">
 | |
| <h3 id="org731eb41"><span class="section-number-3">2.2</span> Control Design</h3>
 | |
| <div class="outline-text-3" id="text-2-2">
 | |
| <p>
 | |
| Let's load the undamped plant:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| Let's look at the transfer function from actuator forces in the nano-hexapod to the force sensor in the nano-hexapod legs for all 6 pairs of actuator/sensor (figure <a href="#orgeb9eff4">6</a>).
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="orgeb9eff4" class="figure">
 | |
| <p><img src="figs/iff_plant.png" alt="iff_plant.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 6: </span>Transfer function from forces applied in the legs to force sensor (<a href="./figs/iff_plant.png">png</a>, <a href="./figs/iff_plant.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The controller for each pair of actuator/sensor is:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K_iff = <span class="org-type">-</span><span class="org-highlight-numbers-number">1000</span><span class="org-type">/</span>s;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The corresponding loop gains are shown in figure <a href="#org4e84d34">7</a>.
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="org4e84d34" class="figure">
 | |
| <p><img src="figs/iff_open_loop.png" alt="iff_open_loop.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 7: </span>Loop Gain for the Integral Force Feedback (<a href="./figs/iff_open_loop.png">png</a>, <a href="./figs/iff_open_loop.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgcaee5e8" class="outline-3">
 | |
| <h3 id="orgcaee5e8"><span class="section-number-3">2.3</span> Identification of the damped plant</h3>
 | |
| <div class="outline-text-3" id="text-2-3">
 | |
| <p>
 | |
| Let's initialize the system prior to identification.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">initializeInputs<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGround<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGranite<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeTy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRz<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMicroHexapod<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeAxisc<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMirror<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeNanoHexapod<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'actuator'</span>, <span class="org-string">'piezo'</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| initializeSample<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'mass'</span>, <span class="org-highlight-numbers-number">50</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| All the controllers are set to 0.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_iff = <span class="org-type">-</span>K_iff<span class="org-type">*</span>eye<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_iff'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_rmc = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_rmc'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_dvf = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_dvf'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| We identify the system dynamics now that the IFF controller is ON.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">G_iff = identifyPlant<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And we save the damped plant for further analysis
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G_iff'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org92c8ec7" class="outline-3">
 | |
| <h3 id="org92c8ec7"><span class="section-number-3">2.4</span> Sensitivity to disturbances</h3>
 | |
| <div class="outline-text-3" id="text-2-4">
 | |
| <p>
 | |
| As shown on figure <a href="#orgb6249ff">8</a>:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li>The top platform of the nano-hexapod how behaves as a "free-mass".</li>
 | |
| <li>The transfer function from direct forces \(F_s\) to the relative displacement \(D\) is equivalent to the one of an isolated mass.</li>
 | |
| <li>The transfer function from ground motion \(D_g\) to the relative displacement \(D\) tends to the transfer function from \(D_g\) to the displacement of the granite (the sample is being isolated thanks to IFF).
 | |
| However, as the goal is to make the relative displacement \(D\) as small as possible (e.g. to make the sample motion follows the granite motion), this is not a good thing.</li>
 | |
| </ul>
 | |
| 
 | |
| 
 | |
| <div id="orgb6249ff" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_iff.png" alt="sensitivity_dist_iff.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 8: </span>Sensitivity to disturbance once the IFF controller is applied to the system (<a href="./figs/sensitivity_dist_iff.png">png</a>, <a href="./figs/sensitivity_dist_iff.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| <div class="warning">
 | |
| <p>
 | |
| The order of the models are very high and thus the plots may be wrong.
 | |
| For instance, the plots are not the same when using <code>minreal</code>.
 | |
| </p>
 | |
| 
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="org89f676a" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_stages_iff.png" alt="sensitivity_dist_stages_iff.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 9: </span>Sensitivity to force disturbances in various stages when IFF is applied (<a href="./figs/sensitivity_dist_stages_iff.png">png</a>, <a href="./figs/sensitivity_dist_stages_iff.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgacc1bc1" class="outline-3">
 | |
| <h3 id="orgacc1bc1"><span class="section-number-3">2.5</span> Damped Plant</h3>
 | |
| <div class="outline-text-3" id="text-2-5">
 | |
| <p>
 | |
| Now, look at the new damped plant to control.
 | |
| </p>
 | |
| 
 | |
| <p>
 | |
| It damps the plant (resonance of the nano hexapod as well as other resonances) as shown in figure <a href="#orgef38522">10</a>.
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="orgef38522" class="figure">
 | |
| <p><img src="figs/plant_iff_damped.png" alt="plant_iff_damped.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 10: </span>Damped Plant after IFF is applied (<a href="./figs/plant_iff_damped.png">png</a>, <a href="./figs/plant_iff_damped.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| However, it increases coupling at low frequency (figure <a href="#org4f7739c">11</a>).
 | |
| </p>
 | |
| 
 | |
| <div id="org4f7739c" class="figure">
 | |
| <p><img src="figs/plant_iff_coupling.png" alt="plant_iff_coupling.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 11: </span>Coupling induced by IFF (<a href="./figs/plant_iff_coupling.png">png</a>, <a href="./figs/plant_iff_coupling.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orged93d15" class="outline-3">
 | |
| <h3 id="orged93d15"><span class="section-number-3">2.6</span> Conclusion</h3>
 | |
| <div class="outline-text-3" id="text-2-6">
 | |
| <div class="important">
 | |
| <p>
 | |
| Integral Force Feedback:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li>Robust (guaranteed stability)</li>
 | |
| <li>Acceptable Damping</li>
 | |
| <li>Increase the sensitivity to disturbances at low frequencies</li>
 | |
| </ul>
 | |
| 
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org087ecf6" class="outline-2">
 | |
| <h2 id="org087ecf6"><span class="section-number-2">3</span> Relative Motion Control</h2>
 | |
| <div class="outline-text-2" id="text-3">
 | |
| <p>
 | |
| <a id="org42ae53a"></a>
 | |
| </p>
 | |
| <div class="note">
 | |
| <p>
 | |
| All the files (data and Matlab scripts) are accessible <a href="data/rmc.zip">here</a>.
 | |
| </p>
 | |
| 
 | |
| </div>
 | |
| <p>
 | |
| In the Relative Motion Control (RMC), a derivative feedback is applied between the measured actuator displacement to the actuator force input.
 | |
| </p>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orga33a4fa" class="outline-3">
 | |
| <h3 id="orga33a4fa"><span class="section-number-3">3.1</span> One degree-of-freedom example</h3>
 | |
| <div class="outline-text-3" id="text-3-1">
 | |
| <p>
 | |
| <a id="org80ae5dd"></a>
 | |
| </p>
 | |
| </div>
 | |
| <div id="outline-container-orge6e79c5" class="outline-4">
 | |
| <h4 id="orge6e79c5"><span class="section-number-4">3.1.1</span> Equations</h4>
 | |
| <div class="outline-text-4" id="text-3-1-1">
 | |
| 
 | |
| <div id="orgdd8eb1b" class="figure">
 | |
| <p><img src="figs/rmc_1dof.png" alt="rmc_1dof.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 12: </span>Relative Motion Control applied to a 1dof system</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The dynamic of the system is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   ms^2x = F_d - kx - csx + kw + csw + F
 | |
| \end{equation}
 | |
| <p>
 | |
| In terms of the stage deformation \(d = x - w\):
 | |
| </p>
 | |
| \begin{equation}
 | |
|   (ms^2 + cs + k) d = -ms^2 w + F_d + F
 | |
| \end{equation}
 | |
| <p>
 | |
| The relative motion control law is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   K = -g s
 | |
| \end{equation}
 | |
| <p>
 | |
| Thus, the applied force is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   F = -g s d
 | |
| \end{equation}
 | |
| <p>
 | |
| And the new dynamics will be:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   d = w \frac{-ms^2}{ms^2 + (c + g)s + k} + F_d \frac{1}{ms^2 + (c + g)s + k} + F \frac{1}{ms^2 + (c + g)s + k}
 | |
| \end{equation}
 | |
| 
 | |
| <p>
 | |
| And thus damping is added.
 | |
| </p>
 | |
| 
 | |
| <p>
 | |
| If critical damping is wanted:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   \xi = \frac{1}{2}\frac{c + g}{\sqrt{km}} = \frac{1}{2}
 | |
| \end{equation}
 | |
| <p>
 | |
| This corresponds to a gain:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   g = \sqrt{km} - c
 | |
| \end{equation}
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgfb8caad" class="outline-4">
 | |
| <h4 id="orgfb8caad"><span class="section-number-4">3.1.2</span> Matlab Example</h4>
 | |
| <div class="outline-text-4" id="text-3-1-2">
 | |
| <p>
 | |
| Let define the system parameters.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">m = <span class="org-highlight-numbers-number">50</span>; <span class="org-comment">% [kg]</span>
 | |
| k = <span class="org-highlight-numbers-number">1e6</span>; <span class="org-comment">% [N/m]</span>
 | |
| c = <span class="org-highlight-numbers-number">1e3</span>; <span class="org-comment">% [N/(m/s)]</span>
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The state space model of the system is defined below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">A = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-type">-</span>c<span class="org-type">/</span>m <span class="org-type">-</span>k<span class="org-type">/</span>m;
 | |
|      <span class="org-highlight-numbers-number">1</span>     <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| B = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>m <span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>m <span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span>   <span class="org-highlight-numbers-number">0</span>    <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| C = <span class="org-rainbow-delimiters-depth-1">[</span> <span class="org-highlight-numbers-number">0</span>  <span class="org-highlight-numbers-number">1</span>;
 | |
|      <span class="org-type">-</span>c <span class="org-type">-</span>k<span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| D = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span>;
 | |
|      <span class="org-highlight-numbers-number">1</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| sys = ss<span class="org-rainbow-delimiters-depth-1">(</span>A, B, C, D<span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| sys.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'F'</span>, <span class="org-string">'Fd'</span>, <span class="org-string">'wddot'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| sys.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'d'</span>, <span class="org-string">'Fm'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| sys.StateName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'ddot'</span>, <span class="org-string">'d'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The controller \(K_\text{RMC}\) is:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">Krmc = <span class="org-type">-</span><span class="org-rainbow-delimiters-depth-1">(</span>sqrt<span class="org-rainbow-delimiters-depth-2">(</span>k<span class="org-type">*</span>m<span class="org-rainbow-delimiters-depth-2">)</span><span class="org-type">-</span>c<span class="org-rainbow-delimiters-depth-1">)</span><span class="org-type">*</span>s;
 | |
| Krmc.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'d'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| Krmc.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'F'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And the closed loop system is computed below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">sys_rmc = feedback<span class="org-rainbow-delimiters-depth-1">(</span>sys, Krmc, <span class="org-string">'name'</span>, <span class="org-type">+</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="org32a5d85" class="figure">
 | |
| <p><img src="figs/rmc_1dof_sensitivitiy.png" alt="rmc_1dof_sensitivitiy.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 13: </span>Sensitivity to disturbance when RMC is applied on the 1dof system (<a href="./figs/rmc_1dof_sensitivitiy.png">png</a>, <a href="./figs/rmc_1dof_sensitivitiy.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgcb24491" class="outline-3">
 | |
| <h3 id="orgcb24491"><span class="section-number-3">3.2</span> Control Design</h3>
 | |
| <div class="outline-text-3" id="text-3-2">
 | |
| <p>
 | |
| Let's load the undamped plant:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| Let's look at the transfer function from actuator forces in the nano-hexapod to the measured displacement of the actuator for all 6 pairs of actuator/sensor (figure <a href="#org121c8a8">14</a>).
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="org121c8a8" class="figure">
 | |
| <p><img src="figs/rmc_plant.png" alt="rmc_plant.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 14: </span>Transfer function from forces applied in the legs to leg displacement sensor (<a href="./figs/rmc_plant.png">png</a>, <a href="./figs/rmc_plant.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The Relative Motion Controller is defined below.
 | |
| A Low pass Filter is added to make the controller transfer function proper.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K_rmc = s<span class="org-type">*</span><span class="org-highlight-numbers-number">50000</span><span class="org-type">/</span><span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">1</span> <span class="org-type">+</span> s<span class="org-type">/</span><span class="org-highlight-numbers-number">2</span><span class="org-type">/</span><span class="org-constant">pi</span><span class="org-type">/</span><span class="org-highlight-numbers-number">10000</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The obtained loop gains are shown in figure <a href="#orgcbece09">15</a>.
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="orgcbece09" class="figure">
 | |
| <p><img src="figs/rmc_open_loop.png" alt="rmc_open_loop.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 15: </span>Loop Gain for the Integral Force Feedback (<a href="./figs/rmc_open_loop.png">png</a>, <a href="./figs/rmc_open_loop.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgaeb6872" class="outline-3">
 | |
| <h3 id="orgaeb6872"><span class="section-number-3">3.3</span> Identification of the damped plant</h3>
 | |
| <div class="outline-text-3" id="text-3-3">
 | |
| <p>
 | |
| Let's initialize the system prior to identification.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">initializeInputs<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGround<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGranite<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeTy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRz<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMicroHexapod<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeAxisc<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMirror<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeNanoHexapod<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'actuator'</span>, <span class="org-string">'piezo'</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| initializeSample<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'mass'</span>, <span class="org-highlight-numbers-number">50</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And initialize the controllers.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_iff = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_iff'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_rmc = <span class="org-type">-</span>K_rmc<span class="org-type">*</span>eye<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_rmc'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_dvf = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_dvf'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| We identify the system dynamics now that the RMC controller is ON.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">G_rmc = identifyPlant<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And we save the damped plant for further analysis.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G_rmc'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org2fc9fe6" class="outline-3">
 | |
| <h3 id="org2fc9fe6"><span class="section-number-3">3.4</span> Sensitivity to disturbances</h3>
 | |
| <div class="outline-text-3" id="text-3-4">
 | |
| <p>
 | |
| As shown in figure <a href="#org826fff4">16</a>, RMC control succeed in lowering the sensitivity to disturbances near resonance of the system.
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="org826fff4" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_rmc.png" alt="sensitivity_dist_rmc.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 16: </span>Sensitivity to disturbance once the RMC controller is applied to the system (<a href="./figs/sensitivity_dist_rmc.png">png</a>, <a href="./figs/sensitivity_dist_rmc.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="org9de1750" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_stages_rmc.png" alt="sensitivity_dist_stages_rmc.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 17: </span>Sensitivity to force disturbances in various stages when RMC is applied (<a href="./figs/sensitivity_dist_stages_rmc.png">png</a>, <a href="./figs/sensitivity_dist_stages_rmc.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org846d098" class="outline-3">
 | |
| <h3 id="org846d098"><span class="section-number-3">3.5</span> Damped Plant</h3>
 | |
| <div class="outline-text-3" id="text-3-5">
 | |
| 
 | |
| <div id="orgd532fac" class="figure">
 | |
| <p><img src="figs/plant_rmc_damped.png" alt="plant_rmc_damped.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 18: </span>Damped Plant after RMC is applied (<a href="./figs/plant_rmc_damped.png">png</a>, <a href="./figs/plant_rmc_damped.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org12f4764" class="outline-3">
 | |
| <h3 id="org12f4764"><span class="section-number-3">3.6</span> Conclusion</h3>
 | |
| <div class="outline-text-3" id="text-3-6">
 | |
| <div class="important">
 | |
| <p>
 | |
| Relative Motion Control:
 | |
| </p>
 | |
| <ul class="org-ul">
 | |
| <li></li>
 | |
| </ul>
 | |
| 
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgd92711d" class="outline-2">
 | |
| <h2 id="orgd92711d"><span class="section-number-2">4</span> Direct Velocity Feedback</h2>
 | |
| <div class="outline-text-2" id="text-4">
 | |
| <p>
 | |
| <a id="org556890f"></a>
 | |
| </p>
 | |
| <div class="note">
 | |
| <p>
 | |
| All the files (data and Matlab scripts) are accessible <a href="data/dvf.zip">here</a>.
 | |
| </p>
 | |
| 
 | |
| </div>
 | |
| <p>
 | |
| In the Relative Motion Control (RMC), a feedback is applied between the measured velocity of the platform to the actuator force input.
 | |
| </p>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org189fb3b" class="outline-3">
 | |
| <h3 id="org189fb3b"><span class="section-number-3">4.1</span> One degree-of-freedom example</h3>
 | |
| <div class="outline-text-3" id="text-4-1">
 | |
| <p>
 | |
| <a id="org61e898c"></a>
 | |
| </p>
 | |
| </div>
 | |
| <div id="outline-container-org5318c89" class="outline-4">
 | |
| <h4 id="org5318c89"><span class="section-number-4">4.1.1</span> Equations</h4>
 | |
| <div class="outline-text-4" id="text-4-1-1">
 | |
| 
 | |
| <div id="org558eae6" class="figure">
 | |
| <p><img src="figs/dvf_1dof.png" alt="dvf_1dof.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 19: </span>Direct Velocity Feedback applied to a 1dof system</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The dynamic of the system is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   ms^2x = F_d - kx - csx + kw + csw + F
 | |
| \end{equation}
 | |
| <p>
 | |
| In terms of the stage deformation \(d = x - w\):
 | |
| </p>
 | |
| \begin{equation}
 | |
|   (ms^2 + cs + k) d = -ms^2 w + F_d + F
 | |
| \end{equation}
 | |
| <p>
 | |
| The direct velocity feedback law shown in figure <a href="#org558eae6">19</a> is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   K = -g
 | |
| \end{equation}
 | |
| <p>
 | |
| Thus, the applied force is:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   F = -g \dot{x}
 | |
| \end{equation}
 | |
| <p>
 | |
| And the new dynamics will be:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   d = w \frac{-ms^2 - gs}{ms^2 + (c + g)s + k} + F_d \frac{1}{ms^2 + (c + g)s + k} + F \frac{1}{ms^2 + (c + g)s + k}
 | |
| \end{equation}
 | |
| 
 | |
| <p>
 | |
| And thus damping is added.
 | |
| </p>
 | |
| 
 | |
| <p>
 | |
| If critical damping is wanted:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   \xi = \frac{1}{2}\frac{c + g}{\sqrt{km}} = \frac{1}{2}
 | |
| \end{equation}
 | |
| <p>
 | |
| This corresponds to a gain:
 | |
| </p>
 | |
| \begin{equation}
 | |
|   g = \sqrt{km} - c
 | |
| \end{equation}
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgfb2a947" class="outline-4">
 | |
| <h4 id="orgfb2a947"><span class="section-number-4">4.1.2</span> Matlab Example</h4>
 | |
| <div class="outline-text-4" id="text-4-1-2">
 | |
| <p>
 | |
| Let define the system parameters.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">m = <span class="org-highlight-numbers-number">50</span>; <span class="org-comment">% [kg]</span>
 | |
| k = <span class="org-highlight-numbers-number">1e6</span>; <span class="org-comment">% [N/m]</span>
 | |
| c = <span class="org-highlight-numbers-number">1e3</span>; <span class="org-comment">% [N/(m/s)]</span>
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The state space model of the system is defined below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">A = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-type">-</span>c<span class="org-type">/</span>m <span class="org-type">-</span>k<span class="org-type">/</span>m;
 | |
|      <span class="org-highlight-numbers-number">1</span>     <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| B = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>m <span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>m <span class="org-type">-</span><span class="org-highlight-numbers-number">1</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span>   <span class="org-highlight-numbers-number">0</span>    <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| C = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">1</span> <span class="org-highlight-numbers-number">0</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">1</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| D = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span>;
 | |
|      <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">0</span> <span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| 
 | |
| sys = ss<span class="org-rainbow-delimiters-depth-1">(</span>A, B, C, D<span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| sys.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'F'</span>, <span class="org-string">'Fd'</span>, <span class="org-string">'wddot'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| sys.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'ddot'</span>, <span class="org-string">'d'</span>, <span class="org-string">'wddot'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| sys.StateName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'ddot'</span>, <span class="org-string">'d'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| Because we need \(\dot{x}\) for feedback, we compute it from the outputs
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">G_xdot = <span class="org-rainbow-delimiters-depth-1">[</span><span class="org-highlight-numbers-number">1</span>, <span class="org-highlight-numbers-number">0</span>, <span class="org-highlight-numbers-number">1</span><span class="org-type">/</span>s;
 | |
|           <span class="org-highlight-numbers-number">0</span>, <span class="org-highlight-numbers-number">1</span>, <span class="org-highlight-numbers-number">0</span><span class="org-rainbow-delimiters-depth-1">]</span>;
 | |
| G_xdot.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'ddot'</span>, <span class="org-string">'d'</span>, <span class="org-string">'wddot'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| G_xdot.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'xdot'</span>, <span class="org-string">'d'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| Finally, the system is described by <code>sys</code> as defined below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">sys = series<span class="org-rainbow-delimiters-depth-1">(</span>sys, G_xdot, <span class="org-rainbow-delimiters-depth-2">[</span><span class="org-highlight-numbers-number">1</span> <span class="org-highlight-numbers-number">2</span> <span class="org-highlight-numbers-number">3</span><span class="org-rainbow-delimiters-depth-2">]</span>, <span class="org-rainbow-delimiters-depth-2">[</span><span class="org-highlight-numbers-number">1</span> <span class="org-highlight-numbers-number">2</span> <span class="org-highlight-numbers-number">3</span><span class="org-rainbow-delimiters-depth-2">]</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The controller \(K_\text{DVF}\) is:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">Kdvf = tf<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-type">-</span><span class="org-rainbow-delimiters-depth-2">(</span>sqrt<span class="org-rainbow-delimiters-depth-3">(</span>k<span class="org-type">*</span>m<span class="org-rainbow-delimiters-depth-3">)</span><span class="org-type">-</span>c<span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| Kdvf.InputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'xdot'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| Kdvf.OutputName = <span class="org-rainbow-delimiters-depth-1">{</span><span class="org-string">'F'</span><span class="org-rainbow-delimiters-depth-1">}</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And the closed loop system is computed below.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">sys_dvf = feedback<span class="org-rainbow-delimiters-depth-1">(</span>sys, Kdvf, <span class="org-string">'name'</span>, <span class="org-type">+</span><span class="org-highlight-numbers-number">1</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The obtained sensitivity to disturbances is shown in figure <a href="#org8ff062e">20</a>.
 | |
| </p>
 | |
| 
 | |
| <div id="org8ff062e" class="figure">
 | |
| <p><img src="figs/dvf_1dof_sensitivitiy.png" alt="dvf_1dof_sensitivitiy.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 20: </span>Sensitivity to disturbance when DVF is applied on the 1dof system (<a href="./figs/dvf_1dof_sensitivitiy.png">png</a>, <a href="./figs/dvf_1dof_sensitivitiy.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org3c87599" class="outline-3">
 | |
| <h3 id="org3c87599"><span class="section-number-3">4.2</span> Control Design</h3>
 | |
| <div class="outline-text-3" id="text-4-2">
 | |
| <p>
 | |
| Let's load the undamped plant:
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| Let's look at the transfer function from actuator forces in the nano-hexapod to the measured velocity of the nano-hexapod platform in the direction of the corresponding actuator for all 6 pairs of actuator/sensor (figure <a href="#orgffe220b">21</a>).
 | |
| </p>
 | |
| 
 | |
| 
 | |
| <div id="orgffe220b" class="figure">
 | |
| <p><img src="figs/dvf_plant.png" alt="dvf_plant.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 21: </span>Transfer function from forces applied in the legs to leg velocity sensor (<a href="./figs/dvf_plant.png">png</a>, <a href="./figs/dvf_plant.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| The controller is defined below and the obtained loop gain is shown in figure <a href="#org9506f40">22</a>.
 | |
| </p>
 | |
| 
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K_dvf = tf<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">3e4</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="org9506f40" class="figure">
 | |
| <p><img src="figs/dvf_open_loop_gain.png" alt="dvf_open_loop_gain.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 22: </span>Loop Gain for DVF (<a href="./figs/dvf_open_loop_gain.png">png</a>, <a href="./figs/dvf_open_loop_gain.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org07e7826" class="outline-3">
 | |
| <h3 id="org07e7826"><span class="section-number-3">4.3</span> Identification of the damped plant</h3>
 | |
| <div class="outline-text-3" id="text-4-3">
 | |
| <p>
 | |
| Let's initialize the system prior to identification.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">initializeInputs<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGround<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeGranite<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeTy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRy<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeRz<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMicroHexapod<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeAxisc<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeMirror<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| initializeNanoHexapod<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'actuator'</span>, <span class="org-string">'piezo'</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| initializeSample<span class="org-rainbow-delimiters-depth-1">(</span>struct<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-string">'mass'</span>, <span class="org-highlight-numbers-number">50</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And initialize the controllers.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">K = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_iff = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_iff'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_rmc = tf<span class="org-rainbow-delimiters-depth-1">(</span>zeros<span class="org-rainbow-delimiters-depth-2">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-2">)</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_rmc'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| K_dvf = <span class="org-type">-</span>K_dvf<span class="org-type">*</span>eye<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-highlight-numbers-number">6</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./mat/controllers.mat'</span>, <span class="org-string">'K_dvf'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| We identify the system dynamics now that the RMC controller is ON.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">G_dvf = identifyPlant<span class="org-rainbow-delimiters-depth-1">()</span>;
 | |
| </pre>
 | |
| </div>
 | |
| 
 | |
| <p>
 | |
| And we save the damped plant for further analysis.
 | |
| </p>
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">save<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G_dvf'</span>, <span class="org-string">'-append'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org901fc2b" class="outline-3">
 | |
| <h3 id="org901fc2b"><span class="section-number-3">4.4</span> Sensitivity to disturbances</h3>
 | |
| <div class="outline-text-3" id="text-4-4">
 | |
| 
 | |
| <div id="orgc1ce7ef" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_dvf.png" alt="sensitivity_dist_dvf.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 23: </span>Sensitivity to disturbance once the DVF controller is applied to the system (<a href="./figs/sensitivity_dist_dvf.png">png</a>, <a href="./figs/sensitivity_dist_dvf.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| 
 | |
| <div id="org19e919e" class="figure">
 | |
| <p><img src="figs/sensitivity_dist_stages_dvf.png" alt="sensitivity_dist_stages_dvf.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 24: </span>Sensitivity to force disturbances in various stages when DVF is applied (<a href="./figs/sensitivity_dist_stages_dvf.png">png</a>, <a href="./figs/sensitivity_dist_stages_dvf.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org22a4374" class="outline-3">
 | |
| <h3 id="org22a4374"><span class="section-number-3">4.5</span> Damped Plant</h3>
 | |
| <div class="outline-text-3" id="text-4-5">
 | |
| 
 | |
| <div id="org192575d" class="figure">
 | |
| <p><img src="figs/plant_dvf_damped.png" alt="plant_dvf_damped.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 25: </span>Damped Plant after DVF is applied (<a href="./figs/plant_dvf_damped.png">png</a>, <a href="./figs/plant_dvf_damped.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org1c0a92c" class="outline-3">
 | |
| <h3 id="org1c0a92c"><span class="section-number-3">4.6</span> Conclusion</h3>
 | |
| <div class="outline-text-3" id="text-4-6">
 | |
| <div class="important">
 | |
| <p>
 | |
| Direct Velocity Feedback:
 | |
| </p>
 | |
| 
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org099228a" class="outline-2">
 | |
| <h2 id="org099228a"><span class="section-number-2">5</span> Comparison</h2>
 | |
| <div class="outline-text-2" id="text-5">
 | |
| <p>
 | |
| <a id="orgcff0bce"></a>
 | |
| </p>
 | |
| </div>
 | |
| <div id="outline-container-org10b67a5" class="outline-3">
 | |
| <h3 id="org10b67a5"><span class="section-number-3">5.1</span> Load the plants</h3>
 | |
| <div class="outline-text-3" id="text-5-1">
 | |
| <div class="org-src-container">
 | |
| <pre class="src src-matlab">load<span class="org-rainbow-delimiters-depth-1">(</span><span class="org-string">'./active_damping/mat/plants.mat'</span>, <span class="org-string">'G'</span>, <span class="org-string">'G_iff'</span>, <span class="org-string">'G_rmc'</span>, <span class="org-string">'G_dvf'</span><span class="org-rainbow-delimiters-depth-1">)</span>;
 | |
| </pre>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org0dcb40a" class="outline-3">
 | |
| <h3 id="org0dcb40a"><span class="section-number-3">5.2</span> Sensitivity to Disturbance</h3>
 | |
| <div class="outline-text-3" id="text-5-2">
 | |
| 
 | |
| <div id="org919b8db" class="figure">
 | |
| <p><img src="figs/sensitivity_comp_ground_motion_z.png" alt="sensitivity_comp_ground_motion_z.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 26: </span>caption (<a href="./figs/sensitivity_comp_ground_motion_z.png">png</a>, <a href="./figs/sensitivity_comp_ground_motion_z.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| 
 | |
| <div id="orge4a04c8" class="figure">
 | |
| <p><img src="figs/sensitivity_comp_direct_forces_z.png" alt="sensitivity_comp_direct_forces_z.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 27: </span>caption (<a href="./figs/sensitivity_comp_direct_forces_z.png">png</a>, <a href="./figs/sensitivity_comp_direct_forces_z.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="orgd15d59b" class="figure">
 | |
| <p><img src="figs/sensitivity_comp_spindle_z.png" alt="sensitivity_comp_spindle_z.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 28: </span>caption (<a href="./figs/sensitivity_comp_spindle_z.png">png</a>, <a href="./figs/sensitivity_comp_spindle_z.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="orgcb6a783" class="figure">
 | |
| <p><img src="figs/sensitivity_comp_ty_z.png" alt="sensitivity_comp_ty_z.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 29: </span>caption (<a href="./figs/sensitivity_comp_ty_z.png">png</a>, <a href="./figs/sensitivity_comp_ty_z.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| 
 | |
| <div id="org154b81b" class="figure">
 | |
| <p><img src="figs/sensitivity_comp_ty_x.png" alt="sensitivity_comp_ty_x.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 30: </span>caption (<a href="./figs/sensitivity_comp_ty_x.png">png</a>, <a href="./figs/sensitivity_comp_ty_x.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-orgcc0be93" class="outline-3">
 | |
| <h3 id="orgcc0be93"><span class="section-number-3">5.3</span> Damped Plant</h3>
 | |
| <div class="outline-text-3" id="text-5-3">
 | |
| 
 | |
| <div id="orgf41f2bc" class="figure">
 | |
| <p><img src="figs/plant_comp_damping_z.png" alt="plant_comp_damping_z.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 31: </span>Plant for the \(z\) direction for different active damping technique used (<a href="./figs/plant_comp_damping_z.png">png</a>, <a href="./figs/plant_comp_damping_z.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="org5183422" class="figure">
 | |
| <p><img src="figs/plant_comp_damping_x.png" alt="plant_comp_damping_x.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 32: </span>Plant for the \(x\) direction for different active damping technique used (<a href="./figs/plant_comp_damping_x.png">png</a>, <a href="./figs/plant_comp_damping_x.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| 
 | |
| 
 | |
| <div id="org74505ba" class="figure">
 | |
| <p><img src="figs/plant_comp_damping_coupling.png" alt="plant_comp_damping_coupling.png" />
 | |
| </p>
 | |
| <p><span class="figure-number">Figure 33: </span>Comparison of one off-diagonal plant for different damping technique applied (<a href="./figs/plant_comp_damping_coupling.png">png</a>, <a href="./figs/plant_comp_damping_coupling.pdf">pdf</a>)</p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| 
 | |
| <div id="outline-container-org0476571" class="outline-2">
 | |
| <h2 id="org0476571"><span class="section-number-2">6</span> Conclusion</h2>
 | |
| <div class="outline-text-2" id="text-6">
 | |
| <p>
 | |
| <a id="org158aa9e"></a>
 | |
| </p>
 | |
| </div>
 | |
| </div>
 | |
| </div>
 | |
| <div id="postamble" class="status">
 | |
| <p class="author">Author: Dehaeze Thomas</p>
 | |
| <p class="date">Created: 2019-10-25 ven. 16:00</p>
 | |
| <p class="validation"><a href="http://validator.w3.org/check?uri=referer">Validate</a></p>
 | |
| </div>
 | |
| </body>
 | |
| </html>
 |