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Add analysis about pure zeros/poles

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Thomas Dehaeze 2021-04-28 15:59:35 +02:00
parent b60d6e3394
commit a113af6739
23 changed files with 6037 additions and 95 deletions
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<head> <head>
<!-- 2020-11-12 jeu. 10:44 --> <!-- 2020-12-11 ven. 14:05 -->
<meta http-equiv="Content-Type" content="text/html;charset=utf-8" /> <meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
<title>Complementary Filters Shaping Using \(\mathcal{H}_\infty\) Synthesis - Matlab Computation</title> <title>Complementary Filters Shaping Using \(\mathcal{H}_\infty\) Synthesis - Matlab Computation</title>
<meta name="generator" content="Org mode" /> <meta name="generator" content="Org mode" />
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<h2>Table of Contents</h2> <h2>Table of Contents</h2>
<div id="text-table-of-contents"> <div id="text-table-of-contents">
<ul> <ul>
<li><a href="#org8213c74">1. H-Infinity synthesis of complementary filters</a> <li><a href="#orga86008b">1. H-Infinity synthesis of complementary filters</a>
<ul> <ul>
<li><a href="#org106a9c7">1.1. Synthesis Architecture</a></li> <li><a href="#orga8d0882">1.1. Synthesis Architecture</a></li>
<li><a href="#org986f54a">1.2. Design of Weighting Function</a></li> <li><a href="#orgf309349">1.2. Design of Weighting Function</a></li>
<li><a href="#orge3bcbcd">1.3. H-Infinity Synthesis</a></li> <li><a href="#org3d519e3">1.3. H-Infinity Synthesis</a></li>
<li><a href="#org93a0167">1.4. Obtained Complementary Filters</a></li> <li><a href="#org42911cd">1.4. Obtained Complementary Filters</a></li>
</ul> </ul>
</li> </li>
<li><a href="#org2f5413b">2. Generating 3 complementary filters</a> <li><a href="#org1cd882b">2. Generating 3 complementary filters</a>
<ul> <ul>
<li><a href="#org180c831">2.1. Theory</a></li> <li><a href="#org201b962">2.1. Theory</a></li>
<li><a href="#orgb4c7909">2.2. Weights</a></li> <li><a href="#orgbb81a3a">2.2. Weights</a></li>
<li><a href="#org5a36c59">2.3. H-Infinity Synthesis</a></li> <li><a href="#orgc782a41">2.3. H-Infinity Synthesis</a></li>
<li><a href="#orgf8d8907">2.4. Obtained Complementary Filters</a></li> <li><a href="#orgbe6c26a">2.4. Obtained Complementary Filters</a></li>
</ul> </ul>
</li> </li>
<li><a href="#org1236499">3. Implement complementary filters for LIGO</a> <li><a href="#orgfb4a473">3. Implement complementary filters for LIGO</a>
<ul> <ul>
<li><a href="#org2d8dbcc">3.1. Specifications</a></li> <li><a href="#org0a64590">3.1. Specifications</a></li>
<li><a href="#orga974b40">3.2. FIR Filter</a></li> <li><a href="#org5187f2d">3.2. FIR Filter</a></li>
<li><a href="#org33657ff">3.3. Weights</a></li> <li><a href="#org6e83a71">3.3. Weights</a></li>
<li><a href="#orgb74a3c5">3.4. H-Infinity Synthesis</a></li> <li><a href="#org56349cf">3.4. H-Infinity Synthesis</a></li>
<li><a href="#org8b29f2c">3.5. Compare FIR and H-Infinity Filters</a></li> <li><a href="#org3ef818f">3.5. Compare FIR and H-Infinity Filters</a></li>
</ul>
</li>
<li><a href="#org6fa1123">4. Alternative Synthesis</a>
<ul>
<li><a href="#org1bb8ee7">4.1. Two generalized plants</a></li>
<li><a href="#orga117463">4.2. Shaping the Low pass filter or the high pass filter?</a></li>
</ul>
</li>
<li><a href="#orgf082879">5. Impose a positive slope at DC or a negative slope at infinite frequency</a>
<ul>
<li><a href="#org96df1d1">5.1. Manually shift zeros to the origin after synthesis</a></li>
<li><a href="#org6b92ce0">5.2. Imposing a positive slope at DC during the synthesis phase</a></li>
<li><a href="#org71e3235">5.3. Imposing a negative slope at infinity frequency during the synthesis phase</a></li>
</ul> </ul>
</li> </li>
</ul> </ul>
@ -77,25 +90,25 @@ To achieve this, the sensors included in the filter should complement one anothe
This document is divided into several sections: This document is divided into several sections:
</p> </p>
<ul class="org-ul"> <ul class="org-ul">
<li>in section <a href="#org181592e">1</a>, the \(\mathcal{H}_\infty\) synthesis is used for generating two complementary filters</li> <li>in section <a href="#orge265c61">1</a>, the \(\mathcal{H}_\infty\) synthesis is used for generating two complementary filters</li>
<li>in section <a href="#org670207e">2</a>, a method using the \(\mathcal{H}_\infty\) synthesis is proposed to shape three of more complementary filters</li> <li>in section <a href="#org0f5d922">2</a>, a method using the \(\mathcal{H}_\infty\) synthesis is proposed to shape three of more complementary filters</li>
<li>in section <a href="#org3725bd2">3</a>, the \(\mathcal{H}_\infty\) synthesis is used and compared with FIR complementary filters used for LIGO</li> <li>in section <a href="#org2c84916">3</a>, the \(\mathcal{H}_\infty\) synthesis is used and compared with FIR complementary filters used for LIGO</li>
</ul> </ul>
<div class="note" id="orgf9dc18e"> <div class="note" id="org9abbfdc">
<p> <p>
Add the Matlab code use to obtain the results presented in the paper are accessible <a href="matlab.zip">here</a> and presented below. Add the Matlab code use to obtain the results presented in the paper are accessible <a href="matlab.zip">here</a> and presented below.
</p> </p>
</div> </div>
<div id="outline-container-org8213c74" class="outline-2"> <div id="outline-container-orga86008b" class="outline-2">
<h2 id="org8213c74"><span class="section-number-2">1</span> H-Infinity synthesis of complementary filters</h2> <h2 id="orga86008b"><span class="section-number-2">1</span> H-Infinity synthesis of complementary filters</h2>
<div class="outline-text-2" id="text-1"> <div class="outline-text-2" id="text-1">
<p> <p>
<a id="org181592e"></a> <a id="orge265c61"></a>
</p> </p>
<div class="note" id="orgfba238b"> <div class="note" id="org7b6c965">
<p> <p>
The Matlab file corresponding to this section is accessible <a href="matlab/h_inf_synthesis_complementary_filters.m">here</a>. The Matlab file corresponding to this section is accessible <a href="matlab/h_inf_synthesis_complementary_filters.m">here</a>.
</p> </p>
@ -103,8 +116,8 @@ The Matlab file corresponding to this section is accessible <a href="matlab/h_in
</div> </div>
</div> </div>
<div id="outline-container-org106a9c7" class="outline-3"> <div id="outline-container-orga8d0882" class="outline-3">
<h3 id="org106a9c7"><span class="section-number-3">1.1</span> Synthesis Architecture</h3> <h3 id="orga8d0882"><span class="section-number-3">1.1</span> Synthesis Architecture</h3>
<div class="outline-text-3" id="text-1-1"> <div class="outline-text-3" id="text-1-1">
<p> <p>
We here synthesize two complementary filters using the \(\mathcal{H}_\infty\) synthesis. We here synthesize two complementary filters using the \(\mathcal{H}_\infty\) synthesis.
@ -112,18 +125,18 @@ The goal is to specify upper bounds on the norms of the two complementary filter
</p> </p>
<p> <p>
In order to do so, we use the generalized plant shown on figure <a href="#orgb57e788">1</a> where \(W_1(s)\) and \(W_2(s)\) are weighting transfer functions that will be used to shape \(H_1(s)\) and \(H_2(s)\) respectively. In order to do so, we use the generalized plant shown on figure <a href="#orge741156">1</a> where \(W_1(s)\) and \(W_2(s)\) are weighting transfer functions that will be used to shape \(H_1(s)\) and \(H_2(s)\) respectively.
</p> </p>
<div id="orgb57e788" class="figure"> <div id="orge741156" class="figure">
<p><img src="figs-tikz/h_infinity_robust_fusion.png" alt="h_infinity_robust_fusion.png" /> <p><img src="figs-tikz/h_infinity_robust_fusion.png" alt="h_infinity_robust_fusion.png" />
</p> </p>
<p><span class="figure-number">Figure 1: </span>\(\mathcal{H}_\infty\) synthesis of the complementary filters</p> <p><span class="figure-number">Figure 1: </span>\(\mathcal{H}_\infty\) synthesis of the complementary filters</p>
</div> </div>
<p> <p>
The \(\mathcal{H}_\infty\) synthesis applied on this generalized plant will give a transfer function \(H_2\) (figure <a href="#orgb57e788">1</a>) such that the \(\mathcal{H}_\infty\) norm of the transfer function from \(w\) to \([z_1,\ z_2]\) is less than one: The \(\mathcal{H}_\infty\) synthesis applied on this generalized plant will give a transfer function \(H_2\) (figure <a href="#orge741156">1</a>) such that the \(\mathcal{H}_\infty\) norm of the transfer function from \(w\) to \([z_1,\ z_2]\) is less than one:
\[ \left\| \begin{array}{c} (1 - H_2(s)) W_1(s) \\ H_2(s) W_2(s) \end{array} \right\|_\infty < 1 \] \[ \left\| \begin{array}{c} (1 - H_2(s)) W_1(s) \\ H_2(s) W_2(s) \end{array} \right\|_\infty < 1 \]
</p> </p>
@ -143,8 +156,8 @@ We then see that \(W_1(s)\) and \(W_2(s)\) can be used to shape both \(H_1(s)\)
</div> </div>
</div> </div>
<div id="outline-container-org986f54a" class="outline-3"> <div id="outline-container-orgf309349" class="outline-3">
<h3 id="org986f54a"><span class="section-number-3">1.2</span> Design of Weighting Function</h3> <h3 id="orgf309349"><span class="section-number-3">1.2</span> Design of Weighting Function</h3>
<div class="outline-text-3" id="text-1-2"> <div class="outline-text-3" id="text-1-2">
<p> <p>
A formula is proposed to help the design of the weighting functions: A formula is proposed to help the design of the weighting functions:
@ -168,14 +181,14 @@ The parameters permits to specify:
</ul> </ul>
<p> <p>
The general shape of a weighting function generated using the formula is shown in figure <a href="#org5840815">2</a>. The general shape of a weighting function generated using the formula is shown in figure <a href="#org18f93a4">2</a>.
</p> </p>
<div id="org5840815" class="figure"> <div id="org18f93a4" class="figure">
<p><img src="figs-tikz/weight_formula.png" alt="weight_formula.png" /> <p><img src="figs/weight_formula.png" alt="weight_formula.png" />
</p> </p>
<p><span class="figure-number">Figure 2: </span>Amplitude of the proposed formula for the weighting functions</p> <p><span class="figure-number">Figure 2: </span>Gain of the Weighting Function formula</p>
</div> </div>
<div class="org-src-container"> <div class="org-src-container">
@ -188,7 +201,7 @@ W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((
</div> </div>
<div id="org518a313" class="figure"> <div id="org54a46b0" class="figure">
<p><img src="figs/weights_W1_W2.png" alt="weights_W1_W2.png" /> <p><img src="figs/weights_W1_W2.png" alt="weights_W1_W2.png" />
</p> </p>
<p><span class="figure-number">Figure 3: </span>Weights on the complementary filters \(W_1\) and \(W_2\) and the associated performance weights</p> <p><span class="figure-number">Figure 3: </span>Weights on the complementary filters \(W_1\) and \(W_2\) and the associated performance weights</p>
@ -196,8 +209,8 @@ W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((
</div> </div>
</div> </div>
<div id="outline-container-orge3bcbcd" class="outline-3"> <div id="outline-container-org3d519e3" class="outline-3">
<h3 id="orge3bcbcd"><span class="section-number-3">1.3</span> H-Infinity Synthesis</h3> <h3 id="org3d519e3"><span class="section-number-3">1.3</span> H-Infinity Synthesis</h3>
<div class="outline-text-3" id="text-1-3"> <div class="outline-text-3" id="text-1-3">
<p> <p>
We define the generalized plant \(P\) on matlab. We define the generalized plant \(P\) on matlab.
@ -217,7 +230,7 @@ And we do the \(\mathcal{H}_\infty\) synthesis using the <code>hinfsyn</code> co
</pre> </pre>
</div> </div>
<pre class="example" id="org819e288"> <pre class="example" id="orgb213b31">
[H2, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on'); [H2, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Resetting value of Gamma min based on D_11, D_12, D_21 terms Resetting value of Gamma min based on D_11, D_12, D_21 terms
@ -251,7 +264,7 @@ Test bounds: 0.1000 &lt; gamma &lt;= 1050.0000
</pre> </pre>
<p> <p>
We then define the high pass filter \(H_1 = 1 - H_2\). The bode plot of both \(H_1\) and \(H_2\) is shown on figure <a href="#orgf63dab4">4</a>. We then define the high pass filter \(H_1 = 1 - H_2\). The bode plot of both \(H_1\) and \(H_2\) is shown on figure <a href="#orgc79ce80">4</a>.
</p> </p>
<div class="org-src-container"> <div class="org-src-container">
@ -261,15 +274,15 @@ We then define the high pass filter \(H_1 = 1 - H_2\). The bode plot of both \(H
</div> </div>
</div> </div>
<div id="outline-container-org93a0167" class="outline-3"> <div id="outline-container-org42911cd" class="outline-3">
<h3 id="org93a0167"><span class="section-number-3">1.4</span> Obtained Complementary Filters</h3> <h3 id="org42911cd"><span class="section-number-3">1.4</span> Obtained Complementary Filters</h3>
<div class="outline-text-3" id="text-1-4"> <div class="outline-text-3" id="text-1-4">
<p> <p>
The obtained complementary filters are shown on figure <a href="#orgf63dab4">4</a>. The obtained complementary filters are shown on figure <a href="#orgc79ce80">4</a>.
</p> </p>
<div id="orgf63dab4" class="figure"> <div id="orgc79ce80" class="figure">
<p><img src="figs/hinf_filters_results.png" alt="hinf_filters_results.png" /> <p><img src="figs/hinf_filters_results.png" alt="hinf_filters_results.png" />
</p> </p>
<p><span class="figure-number">Figure 4: </span>Obtained complementary filters using \(\mathcal{H}_\infty\) synthesis</p> <p><span class="figure-number">Figure 4: </span>Obtained complementary filters using \(\mathcal{H}_\infty\) synthesis</p>
@ -278,13 +291,13 @@ The obtained complementary filters are shown on figure <a href="#orgf63dab4">4</
</div> </div>
</div> </div>
<div id="outline-container-org2f5413b" class="outline-2"> <div id="outline-container-org1cd882b" class="outline-2">
<h2 id="org2f5413b"><span class="section-number-2">2</span> Generating 3 complementary filters</h2> <h2 id="org1cd882b"><span class="section-number-2">2</span> Generating 3 complementary filters</h2>
<div class="outline-text-2" id="text-2"> <div class="outline-text-2" id="text-2">
<p> <p>
<a id="org670207e"></a> <a id="org0f5d922"></a>
</p> </p>
<div class="note" id="org9dc9516"> <div class="note" id="org7c35287">
<p> <p>
The Matlab file corresponding to this section is accessible <a href="matlab/three_comp_filters.m">here</a>. The Matlab file corresponding to this section is accessible <a href="matlab/three_comp_filters.m">here</a>.
</p> </p>
@ -292,8 +305,8 @@ The Matlab file corresponding to this section is accessible <a href="matlab/thre
</div> </div>
</div> </div>
<div id="outline-container-org180c831" class="outline-3"> <div id="outline-container-org201b962" class="outline-3">
<h3 id="org180c831"><span class="section-number-3">2.1</span> Theory</h3> <h3 id="org201b962"><span class="section-number-3">2.1</span> Theory</h3>
<div class="outline-text-3" id="text-2-1"> <div class="outline-text-3" id="text-2-1">
<p> <p>
We want: We want:
@ -306,11 +319,11 @@ We want:
\end{align*} \end{align*}
<p> <p>
For that, we use the \(\mathcal{H}_\infty\) synthesis with the architecture shown on figure <a href="#orga622494">5</a>. For that, we use the \(\mathcal{H}_\infty\) synthesis with the architecture shown on figure <a href="#org86ebebf">5</a>.
</p> </p>
<div id="orga622494" class="figure"> <div id="org86ebebf" class="figure">
<p><img src="figs-tikz/comp_filter_three_hinf.png" alt="comp_filter_three_hinf.png" /> <p><img src="figs-tikz/comp_filter_three_hinf.png" alt="comp_filter_three_hinf.png" />
</p> </p>
<p><span class="figure-number">Figure 5: </span>Generalized architecture for generating 3 complementary filters</p> <p><span class="figure-number">Figure 5: </span>Generalized architecture for generating 3 complementary filters</p>
@ -331,8 +344,8 @@ And thus if we choose \(H_1 = 1 - H_2 - H_3\) we have solved the problem.
</div> </div>
</div> </div>
<div id="outline-container-orgb4c7909" class="outline-3"> <div id="outline-container-orgbb81a3a" class="outline-3">
<h3 id="orgb4c7909"><span class="section-number-3">2.2</span> Weights</h3> <h3 id="orgbb81a3a"><span class="section-number-3">2.2</span> Weights</h3>
<div class="outline-text-3" id="text-2-2"> <div class="outline-text-3" id="text-2-2">
<p> <p>
First we define the weights. First we define the weights.
@ -349,7 +362,7 @@ W3 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((
</div> </div>
<div id="org9526a8b" class="figure"> <div id="org6ef9224" class="figure">
<p><img src="figs/three_weighting_functions.png" alt="three_weighting_functions.png" /> <p><img src="figs/three_weighting_functions.png" alt="three_weighting_functions.png" />
</p> </p>
<p><span class="figure-number">Figure 6: </span>Three weighting functions used for the \(\mathcal{H}_\infty\) synthesis of the complementary filters</p> <p><span class="figure-number">Figure 6: </span>Three weighting functions used for the \(\mathcal{H}_\infty\) synthesis of the complementary filters</p>
@ -357,8 +370,8 @@ W3 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((
</div> </div>
</div> </div>
<div id="outline-container-org5a36c59" class="outline-3"> <div id="outline-container-orgc782a41" class="outline-3">
<h3 id="org5a36c59"><span class="section-number-3">2.3</span> H-Infinity Synthesis</h3> <h3 id="orgc782a41"><span class="section-number-3">2.3</span> H-Infinity Synthesis</h3>
<div class="outline-text-3" id="text-2-3"> <div class="outline-text-3" id="text-2-3">
<p> <p>
Then we create the generalized plant <code>P</code>. Then we create the generalized plant <code>P</code>.
@ -379,7 +392,7 @@ And we do the \(\mathcal{H}_\infty\) synthesis.
</pre> </pre>
</div> </div>
<pre class="example" id="orgd289daa"> <pre class="example" id="orga35c0a2">
[H, ~, gamma, ~] = hinfsyn(P, 1, 2,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on'); [H, ~, gamma, ~] = hinfsyn(P, 1, 2,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Resetting value of Gamma min based on D_11, D_12, D_21 terms Resetting value of Gamma min based on D_11, D_12, D_21 terms
@ -414,8 +427,8 @@ Test bounds: 0.1000 &lt; gamma &lt;= 1050.0000
</div> </div>
</div> </div>
<div id="outline-container-orgf8d8907" class="outline-3"> <div id="outline-container-orgbe6c26a" class="outline-3">
<h3 id="orgf8d8907"><span class="section-number-3">2.4</span> Obtained Complementary Filters</h3> <h3 id="orgbe6c26a"><span class="section-number-3">2.4</span> Obtained Complementary Filters</h3>
<div class="outline-text-3" id="text-2-4"> <div class="outline-text-3" id="text-2-4">
<p> <p>
The obtained filters are: The obtained filters are:
@ -428,7 +441,7 @@ H1 = 1 <span class="org-type">-</span> H2 <span class="org-type">-</span> H3;
</div> </div>
<div id="orgf8995ee" class="figure"> <div id="orga85736d" class="figure">
<p><img src="figs/three_complementary_filters_results.png" alt="three_complementary_filters_results.png" /> <p><img src="figs/three_complementary_filters_results.png" alt="three_complementary_filters_results.png" />
</p> </p>
<p><span class="figure-number">Figure 7: </span>The three complementary filters obtained after \(\mathcal{H}_\infty\) synthesis</p> <p><span class="figure-number">Figure 7: </span>The three complementary filters obtained after \(\mathcal{H}_\infty\) synthesis</p>
@ -437,13 +450,13 @@ H1 = 1 <span class="org-type">-</span> H2 <span class="org-type">-</span> H3;
</div> </div>
</div> </div>
<div id="outline-container-org1236499" class="outline-2"> <div id="outline-container-orgfb4a473" class="outline-2">
<h2 id="org1236499"><span class="section-number-2">3</span> Implement complementary filters for LIGO</h2> <h2 id="orgfb4a473"><span class="section-number-2">3</span> Implement complementary filters for LIGO</h2>
<div class="outline-text-2" id="text-3"> <div class="outline-text-2" id="text-3">
<p> <p>
<a id="org3725bd2"></a> <a id="org2c84916"></a>
</p> </p>
<div class="note" id="orgef062eb"> <div class="note" id="org4890f37">
<p> <p>
The Matlab file corresponding to this section is accessible <a href="matlab/comp_filters_ligo.m">here</a>. The Matlab file corresponding to this section is accessible <a href="matlab/comp_filters_ligo.m">here</a>.
</p> </p>
@ -459,8 +472,8 @@ The FIR complementary filters designed in (<a href="#citeproc_bib_item_1">Hua 20
</p> </p>
</div> </div>
<div id="outline-container-org2d8dbcc" class="outline-3"> <div id="outline-container-org0a64590" class="outline-3">
<h3 id="org2d8dbcc"><span class="section-number-3">3.1</span> Specifications</h3> <h3 id="org0a64590"><span class="section-number-3">3.1</span> Specifications</h3>
<div class="outline-text-3" id="text-3-1"> <div class="outline-text-3" id="text-3-1">
<p> <p>
The specifications for the filters are: The specifications for the filters are:
@ -473,11 +486,11 @@ The specifications for the filters are:
</ol> </ol>
<p> <p>
The specifications are translated in upper bounds of the complementary filters are shown on figure <a href="#orge86890c">8</a>. The specifications are translated in upper bounds of the complementary filters are shown on figure <a href="#org40b6368">8</a>.
</p> </p>
<div id="orge86890c" class="figure"> <div id="org40b6368" class="figure">
<p><img src="figs/ligo_specifications.png" alt="ligo_specifications.png" /> <p><img src="figs/ligo_specifications.png" alt="ligo_specifications.png" />
</p> </p>
<p><span class="figure-number">Figure 8: </span>Specification for the LIGO complementary filters</p> <p><span class="figure-number">Figure 8: </span>Specification for the LIGO complementary filters</p>
@ -485,8 +498,8 @@ The specifications are translated in upper bounds of the complementary filters a
</div> </div>
</div> </div>
<div id="outline-container-orga974b40" class="outline-3"> <div id="outline-container-org5187f2d" class="outline-3">
<h3 id="orga974b40"><span class="section-number-3">3.2</span> FIR Filter</h3> <h3 id="org5187f2d"><span class="section-number-3">3.2</span> FIR Filter</h3>
<div class="outline-text-3" id="text-3-2"> <div class="outline-text-3" id="text-3-2">
<p> <p>
We here try to implement the FIR complementary filter synthesis as explained in (<a href="#citeproc_bib_item_1">Hua 2005</a>). We here try to implement the FIR complementary filter synthesis as explained in (<a href="#citeproc_bib_item_1">Hua 2005</a>).
@ -567,7 +580,7 @@ h = y(2<span class="org-type">:</span>end);
</pre> </pre>
</div> </div>
<pre class="example" id="orgbf29758"> <pre class="example" id="org199d33a">
cvx_begin cvx_begin
variable y(n+1,1) variable y(n+1,1)
% t % t
@ -644,7 +657,7 @@ h = y(2:end);
</pre> </pre>
<p> <p>
Finally, we compute the filter response over the frequency vector defined and the result is shown on figure <a href="#org6095ba3">9</a> which is very close to the filters obtain in (<a href="#citeproc_bib_item_1">Hua 2005</a>). Finally, we compute the filter response over the frequency vector defined and the result is shown on figure <a href="#org1807c4b">9</a> which is very close to the filters obtain in (<a href="#citeproc_bib_item_1">Hua 2005</a>).
</p> </p>
<div class="org-src-container"> <div class="org-src-container">
@ -654,7 +667,7 @@ H = [exp(<span class="org-type">-</span><span class="org-constant">j</span><span
</div> </div>
<div id="org6095ba3" class="figure"> <div id="org1807c4b" class="figure">
<p><img src="figs/fir_filter_ligo.png" alt="fir_filter_ligo.png" /> <p><img src="figs/fir_filter_ligo.png" alt="fir_filter_ligo.png" />
</p> </p>
<p><span class="figure-number">Figure 9: </span>FIR Complementary filters obtain after convex optimization</p> <p><span class="figure-number">Figure 9: </span>FIR Complementary filters obtain after convex optimization</p>
@ -662,8 +675,8 @@ H = [exp(<span class="org-type">-</span><span class="org-constant">j</span><span
</div> </div>
</div> </div>
<div id="outline-container-org33657ff" class="outline-3"> <div id="outline-container-org6e83a71" class="outline-3">
<h3 id="org33657ff"><span class="section-number-3">3.3</span> Weights</h3> <h3 id="org6e83a71"><span class="section-number-3">3.3</span> Weights</h3>
<div class="outline-text-3" id="text-3-3"> <div class="outline-text-3" id="text-3-3">
<p> <p>
We design weights that will be used for the \(\mathcal{H}_\infty\) synthesis of the complementary filters. We design weights that will be used for the \(\mathcal{H}_\infty\) synthesis of the complementary filters.
@ -677,11 +690,11 @@ Here are the requirements on the filters:
</ul> </ul>
<p> <p>
The bode plot of the weights is shown on figure <a href="#org9b70f72">10</a>. The bode plot of the weights is shown on figure <a href="#org8999a4f">10</a>.
</p> </p>
<div id="org9b70f72" class="figure"> <div id="org8999a4f" class="figure">
<p><img src="figs/ligo_weights.png" alt="ligo_weights.png" /> <p><img src="figs/ligo_weights.png" alt="ligo_weights.png" />
</p> </p>
<p><span class="figure-number">Figure 10: </span>Weights for the \(\mathcal{H}_\infty\) synthesis</p> <p><span class="figure-number">Figure 10: </span>Weights for the \(\mathcal{H}_\infty\) synthesis</p>
@ -689,11 +702,11 @@ The bode plot of the weights is shown on figure <a href="#org9b70f72">10</a>.
</div> </div>
</div> </div>
<div id="outline-container-orgb74a3c5" class="outline-3"> <div id="outline-container-org56349cf" class="outline-3">
<h3 id="orgb74a3c5"><span class="section-number-3">3.4</span> H-Infinity Synthesis</h3> <h3 id="org56349cf"><span class="section-number-3">3.4</span> H-Infinity Synthesis</h3>
<div class="outline-text-3" id="text-3-4"> <div class="outline-text-3" id="text-3-4">
<p> <p>
We define the generalized plant as shown on figure <a href="#orgb57e788">1</a>. We define the generalized plant as shown on figure <a href="#orge741156">1</a>.
</p> </p>
<div class="org-src-container"> <div class="org-src-container">
<pre class="src src-matlab">P = [0 wL; <pre class="src src-matlab">P = [0 wL;
@ -710,7 +723,7 @@ And we do the \(\mathcal{H}_\infty\) synthesis using the <code>hinfsyn</code> co
</pre> </pre>
</div> </div>
<pre class="example" id="orgc616ee9"> <pre class="example" id="orgd8777e8">
[Hl, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on'); [Hl, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Resetting value of Gamma min based on D_11, D_12, D_21 terms Resetting value of Gamma min based on D_11, D_12, D_21 terms
@ -745,18 +758,18 @@ The high pass filter is defined as \(H_H = 1 - H_L\).
The size of the filters is shown below. The size of the filters is shown below.
</p> </p>
<pre class="example" id="org2166bb4"> <pre class="example" id="orgc30176a">
size(Hh), size(Hl) size(Hh), size(Hl)
State-space model with 1 outputs, 1 inputs, and 27 states. State-space model with 1 outputs, 1 inputs, and 27 states.
State-space model with 1 outputs, 1 inputs, and 27 states. State-space model with 1 outputs, 1 inputs, and 27 states.
</pre> </pre>
<p> <p>
The bode plot of the obtained filters as shown on figure <a href="#org637c959">11</a>. The bode plot of the obtained filters as shown on figure <a href="#orgf3626bd">11</a>.
</p> </p>
<div id="org637c959" class="figure"> <div id="orgf3626bd" class="figure">
<p><img src="figs/hinf_synthesis_ligo_results.png" alt="hinf_synthesis_ligo_results.png" /> <p><img src="figs/hinf_synthesis_ligo_results.png" alt="hinf_synthesis_ligo_results.png" />
</p> </p>
<p><span class="figure-number">Figure 11: </span>Obtained complementary filters using the \(\mathcal{H}_\infty\) synthesis</p> <p><span class="figure-number">Figure 11: </span>Obtained complementary filters using the \(\mathcal{H}_\infty\) synthesis</p>
@ -764,15 +777,15 @@ The bode plot of the obtained filters as shown on figure <a href="#org637c959">1
</div> </div>
</div> </div>
<div id="outline-container-org8b29f2c" class="outline-3"> <div id="outline-container-org3ef818f" class="outline-3">
<h3 id="org8b29f2c"><span class="section-number-3">3.5</span> Compare FIR and H-Infinity Filters</h3> <h3 id="org3ef818f"><span class="section-number-3">3.5</span> Compare FIR and H-Infinity Filters</h3>
<div class="outline-text-3" id="text-3-5"> <div class="outline-text-3" id="text-3-5">
<p> <p>
Let&rsquo;s now compare the FIR filters designed in (<a href="#citeproc_bib_item_1">Hua 2005</a>) and the one obtained with the \(\mathcal{H}_\infty\) synthesis on figure <a href="#orgf4bf8ca">12</a>. Let&rsquo;s now compare the FIR filters designed in (<a href="#citeproc_bib_item_1">Hua 2005</a>) and the one obtained with the \(\mathcal{H}_\infty\) synthesis on figure <a href="#orga60b7f8">12</a>.
</p> </p>
<div id="orgf4bf8ca" class="figure"> <div id="orga60b7f8" class="figure">
<p><img src="figs/comp_fir_ligo_hinf.png" alt="comp_fir_ligo_hinf.png" /> <p><img src="figs/comp_fir_ligo_hinf.png" alt="comp_fir_ligo_hinf.png" />
</p> </p>
<p><span class="figure-number">Figure 12: </span>Comparison between the FIR filters developped for LIGO and the \(\mathcal{H}_\infty\) complementary filters</p> <p><span class="figure-number">Figure 12: </span>Comparison between the FIR filters developped for LIGO and the \(\mathcal{H}_\infty\) complementary filters</p>
@ -781,6 +794,522 @@ Let&rsquo;s now compare the FIR filters designed in (<a href="#citeproc_bib_item
</div> </div>
</div> </div>
<div id="outline-container-org6fa1123" class="outline-2">
<h2 id="org6fa1123"><span class="section-number-2">4</span> Alternative Synthesis</h2>
<div class="outline-text-2" id="text-4">
</div>
<div id="outline-container-org1bb8ee7" class="outline-3">
<h3 id="org1bb8ee7"><span class="section-number-3">4.1</span> Two generalized plants</h3>
<div class="outline-text-3" id="text-4-1">
<p>
In order to synthesize the complementary filter using the proposed method, we can use two alternative generalized plant as shown in Figures <a href="#orgdfb88a5">13</a> and <a href="#orgb41d84e">14</a>.
</p>
\begin{equation}
P_1 = \begin{bmatrix} W_1 & -W_1 \\ 0 & W_2 \\ 1 & 0 \end{bmatrix}
\end{equation}
<div id="orgdfb88a5" class="figure">
<p><img src="figs/h_infinity_arch_1.png" alt="h_infinity_arch_1.png" />
</p>
<p><span class="figure-number">Figure 13: </span>Complementary Filter Synthesis - Conf 1</p>
</div>
\begin{equation}
P_2 = \begin{bmatrix} 0 & W_1 & 1 \\ W_2 & -W_1 & 0 \end{bmatrix}
\end{equation}
<div id="orgb41d84e" class="figure">
<p><img src="figs/h_infinity_arch_2.png" alt="h_infinity_arch_2.png" />
</p>
<p><span class="figure-number">Figure 14: </span>Complementary Filter Synthesis - Conf 2</p>
</div>
<p>
Let&rsquo;s run the \(\mathcal{H}_\infty\) synthesis for both generalized plant using the same weights and see if the obtained filters are the same:
</p>
<div class="org-src-container">
<pre class="src src-matlab">n = 2; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>11; G0 = 1<span class="org-type">/</span>10; G1 = 1000; Gc = 1<span class="org-type">/</span>2;
W1 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
n = 3; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>10; G0 = 1000; G1 = 0.1; Gc = 1<span class="org-type">/</span>2;
W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">P1 = [W1 <span class="org-type">-</span>W1;
0 W2;
1 0];
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">[H2, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P1, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'ric'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<pre class="example" id="org80f6d17">
[H2, ~, gamma, ~] = hinfsyn(P1, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 &lt;= gamma &lt;= 1000
gamma X&gt;=0 Y&gt;=0 rho(XY)&lt;1 p/f
1.807e+01 1.4e-07 0.0e+00 1.185e-18 p
2.428e+00 1.5e-07 0.0e+00 1.285e-18 p
8.902e-01 -2.9e+02 # -7.1e-17 5.168e-19 f
1.470e+00 1.5e-07 0.0e+00 1.462e-14 p
1.144e+00 1.5e-07 0.0e+00 1.260e-14 p
1.009e+00 1.5e-07 0.0e+00 4.120e-13 p
9.478e-01 -6.8e+02 # -2.4e-17 1.449e-14 f
9.780e-01 -1.6e+03 # -7.3e-17 6.791e-14 f
9.934e-01 -4.2e+03 # -1.2e-16 3.524e-14 f
1.001e+00 -2.0e+04 # -2.3e-17 5.717e-20 f
1.005e+00 1.5e-07 0.0e+00 8.953e-18 p
1.003e+00 -2.2e+05 # -1.8e-17 3.225e-12 f
1.004e+00 1.5e-07 0.0e+00 2.445e-12 p
Limiting gains...
1.004e+00 1.6e-07 0.0e+00 5.811e-18 p
Best performance (actual): 1.004
</pre>
<div class="org-src-container">
<pre class="src src-matlab">P2 = [0 W1 1;
W2 <span class="org-type">-</span>W1 0];
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">[H2b, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P2, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'ric'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<pre class="example" id="org7155dd4">
[H2b, ~, gamma, ~] = hinfsyn(P2, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 &lt;= gamma &lt;= 1000
gamma X&gt;=0 Y&gt;=0 rho(XY)&lt;1 p/f
1.807e+01 0.0e+00 1.4e-07 2.055e-16 p
2.428e+00 0.0e+00 1.4e-07 1.894e-18 p
8.902e-01 -2.1e-16 -2.7e+02 # 1.466e-16 f
1.470e+00 0.0e+00 1.4e-07 4.118e-16 p
1.144e+00 0.0e+00 1.5e-07 2.105e-18 p
1.009e+00 0.0e+00 1.5e-07 2.590e-13 p
9.478e-01 -9.5e-17 -6.3e+02 # 1.663e-19 f
9.780e-01 -1.1e-16 -1.5e+03 # 1.546e-14 f
9.934e-01 -2.8e-17 -4.0e+03 # 3.934e-14 f
1.001e+00 -3.1e-17 -1.9e+04 # 1.191e-19 f
1.005e+00 0.0e+00 1.5e-07 1.443e-12 p
1.003e+00 -8.3e-17 -2.1e+05 # 8.807e-13 f
1.004e+00 0.0e+00 1.5e-07 1.459e-15 p
Limiting gains...
1.004e+00 0.0e+00 1.5e-07 9.086e-19 p
Best performance (actual): 1.004
</pre>
<p>
And indeed, we can see that the exact same filters are obtained (Figure <a href="#org4ff7339">15</a>).
</p>
<div id="org4ff7339" class="figure">
<p><img src="figs/hinf_comp_P1_P2_syn.png" alt="hinf_comp_P1_P2_syn.png" />
</p>
<p><span class="figure-number">Figure 15: </span>Comparison of \(H_2(s)\) when using \(P_1(s)\) or \(P_2(s)\)</p>
</div>
</div>
</div>
<div id="outline-container-orga117463" class="outline-3">
<h3 id="orga117463"><span class="section-number-3">4.2</span> Shaping the Low pass filter or the high pass filter?</h3>
<div class="outline-text-3" id="text-4-2">
<p>
Let&rsquo;s see if there is a difference by explicitly shaping \(H_1(s)\) or \(H_2(s)\).
</p>
<div class="org-src-container">
<pre class="src src-matlab">n = 2; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>11; G0 = 1<span class="org-type">/</span>10; G1 = 1000; Gc = 1<span class="org-type">/</span>2;
W1 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
n = 3; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>10; G0 = 1000; G1 = 0.1; Gc = 1<span class="org-type">/</span>2;
W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
</pre>
</div>
<p>
Let&rsquo;s first synthesize \(H_1(s)\):
</p>
<div class="org-src-container">
<pre class="src src-matlab">P1 = [W2 <span class="org-type">-</span>W2;
0 W1;
1 0];
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">[H1, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P1, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'ric'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<pre class="example" id="org45692a7">
[H1, ~, gamma, ~] = hinfsyn(P1, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 &lt;= gamma &lt;= 1.712
gamma X&gt;=0 Y&gt;=0 rho(XY)&lt;1 p/f
7.476e-01 -2.5e+01 # -8.3e-18 4.938e-20 f
1.131e+00 1.9e-07 0.0e+00 1.566e-16 p
9.197e-01 -1.4e+02 # -7.9e-17 4.241e-17 f
1.020e+00 1.9e-07 0.0e+00 2.095e-16 p
9.686e-01 -3.8e+02 # -7.0e-17 1.463e-23 f
9.940e-01 -1.5e+03 # -1.3e-17 3.168e-19 f
1.007e+00 1.9e-07 0.0e+00 1.696e-15 p
1.000e+00 -4.8e+03 # -7.1e-18 7.203e-20 f
1.004e+00 1.9e-07 0.0e+00 1.491e-14 p
1.002e+00 -1.1e+04 # -2.6e-16 2.579e-14 f
1.003e+00 -2.8e+04 # -6.0e-18 8.558e-20 f
Limiting gains...
1.004e+00 2.0e-07 0.0e+00 5.647e-18 p
1.004e+00 1.0e-06 0.0e+00 5.648e-18 p
Best performance (actual): 1.004
</pre>
<p>
And now \(H_2(s)\):
</p>
<div class="org-src-container">
<pre class="src src-matlab">P2 = [W1 <span class="org-type">-</span>W1;
0 W2;
1 0];
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">[H2, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P2, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'ric'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<pre class="example" id="org6543cab">
[H2b, ~, gamma, ~] = hinfsyn(P2, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 &lt;= gamma &lt;= 1000
gamma X&gt;=0 Y&gt;=0 rho(XY)&lt;1 p/f
1.807e+01 1.4e-07 0.0e+00 1.185e-18 p
2.428e+00 1.5e-07 0.0e+00 1.285e-18 p
8.902e-01 -2.9e+02 # -7.1e-17 5.168e-19 f
1.470e+00 1.5e-07 0.0e+00 1.462e-14 p
1.144e+00 1.5e-07 0.0e+00 1.260e-14 p
1.009e+00 1.5e-07 0.0e+00 4.120e-13 p
9.478e-01 -6.8e+02 # -2.4e-17 1.449e-14 f
9.780e-01 -1.6e+03 # -7.3e-17 6.791e-14 f
9.934e-01 -4.2e+03 # -1.2e-16 3.524e-14 f
1.001e+00 -2.0e+04 # -2.3e-17 5.717e-20 f
1.005e+00 1.5e-07 0.0e+00 8.953e-18 p
1.003e+00 -2.2e+05 # -1.8e-17 3.225e-12 f
1.004e+00 1.5e-07 0.0e+00 2.445e-12 p
Limiting gains...
1.004e+00 1.6e-07 0.0e+00 5.811e-18 p
Best performance (actual): 1.004
</pre>
<p>
And compare \(H_1(s)\) with \(1 - H_2(s)\) and \(H_2(s)\) with \(1 - H_1(s)\) in Figure <a href="#org4a9724c">16</a>.
</p>
<div id="org4a9724c" class="figure">
<p><img src="figs/hinf_comp_H1_H2_syn.png" alt="hinf_comp_H1_H2_syn.png" />
</p>
<p><span class="figure-number">Figure 16: </span>Comparison of \(H_1(s)\) with \(1-H_2(s)\), and \(H_2(s)\) with \(1-H_1(s)\)</p>
</div>
</div>
</div>
</div>
<div id="outline-container-orgf082879" class="outline-2">
<h2 id="orgf082879"><span class="section-number-2">5</span> Impose a positive slope at DC or a negative slope at infinite frequency</h2>
<div class="outline-text-2" id="text-5">
</div>
<div id="outline-container-org96df1d1" class="outline-3">
<h3 id="org96df1d1"><span class="section-number-3">5.1</span> Manually shift zeros to the origin after synthesis</h3>
<div class="outline-text-3" id="text-5-1">
<p>
Suppose we want \(H_2(s)\) to be an high pass filter with a slope of +2 at low frequency (from 0Hz).
</p>
<p>
We cannot impose that using the weight \(W_2(s)\) as it would be improper.
</p>
<p>
However, we may manually shift 2 of the low frequency zeros to the origin.
</p>
<div class="org-src-container">
<pre class="src src-matlab">n = 2; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>11; G0 = 1<span class="org-type">/</span>10; G1 = 1000; Gc = 1<span class="org-type">/</span>2;
W1 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
n = 3; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>10; G0 = 1e4; G1 = 0.1; Gc = 1<span class="org-type">/</span>2;
W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">P = [W1 <span class="org-type">-</span>W1;
0 W2;
1 0];
</pre>
</div>
<p>
And we do the \(\mathcal{H}_\infty\) synthesis using the <code>hinfsyn</code> command:
</p>
<div class="org-src-container">
<pre class="src src-matlab">[H2, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'lmi'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<div class="org-src-container">
<pre class="src src-matlab">[z,p,k] = zpkdata(H2)
</pre>
</div>
<p>
Looking at the zeros, we see two low frequency complex conjugate zeros.
</p>
<pre class="example" id="orge6a4f22">
z{1}
ans =
-4690930.24283199 + 0i
-163.420524657426 + 0i
-0.853192261081498 + 0.713416012479897i
-0.853192261081498 - 0.713416012479897i
-3.15812268762265 + 0i
</pre>
<p>
We manually put these zeros at the origin:
</p>
<div class="org-src-container">
<pre class="src src-matlab">z{1}([3,4]) = 0;
</pre>
</div>
<p>
And we create a modified filter \(H_{2z}(s)\):
</p>
<div class="org-src-container">
<pre class="src src-matlab">H2z = zpk(z,p,k);
</pre>
</div>
<p>
And as usual, \(H_{1z}(s)\) is defined as the complementary of \(H_{2z}(s)\):
</p>
<div class="org-src-container">
<pre class="src src-matlab">H1z = 1 <span class="org-type">-</span> H2z;
</pre>
</div>
<p>
The bode plots of \(H_1(s)\), \(H_2(s)\), \(H_{1z}(s)\) and \(H_{2z}(s)\) are shown in Figure <a href="#org4631977">17</a>.
And we see that \(H_{1z}(s)\) is slightly modified when setting the zeros at the origin for \(H_{2z}(s)\).
</p>
<div id="org4631977" class="figure">
<p><img src="figs/comp_filters_shift_zero.png" alt="comp_filters_shift_zero.png" />
</p>
<p><span class="figure-number">Figure 17: </span>Bode plots of \(H_1(s)\), \(H_2(s)\), \(H_{1z}(s)\) and \(H_{2z}(s)\)</p>
</div>
</div>
</div>
<div id="outline-container-org6b92ce0" class="outline-3">
<h3 id="org6b92ce0"><span class="section-number-3">5.2</span> Imposing a positive slope at DC during the synthesis phase</h3>
<div class="outline-text-3" id="text-5-2">
<p>
Suppose we want to synthesize \(H_2(s)\) such that it has a slope of +2 from DC.
We can include this &ldquo;feature&rdquo; in the generalized plant as shown in Figure <a href="#org00fe83c">18</a>.
</p>
<div id="org00fe83c" class="figure">
<p><img src="figs/h_infinity_arch_H2_feature.png" alt="h_infinity_arch_H2_feature.png" />
</p>
<p><span class="figure-number">Figure 18: </span>Generalized plant with included wanted feature represented by \(H_{2w}(s)\)</p>
</div>
<p>
After synthesis, the obtained filter will be:
</p>
\begin{equation}
H_2(s) = H_2^\prime(s) H_{2w}(s)
\end{equation}
<p>
and therefore the &ldquo;feature&rdquo; will be included in the filter.
</p>
<p>
For \(H_1(s)\) nothing is changed: \(H_1(s) = 1 - H_2(s)\).
</p>
<p>
The weighting functions are defined as usual:
</p>
<div class="org-src-container">
<pre class="src src-matlab">n = 2; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>11; G0 = 1<span class="org-type">/</span>10; G1 = 1000; Gc = 1<span class="org-type">/</span>2;
W1 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
n = 3; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>10; G0 = 1e4; G1 = 0.1; Gc = 1<span class="org-type">/</span>2;
W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
</pre>
</div>
<p>
The wanted feature here is a +2 slope at low frequency.
For that, we use an high pass filter with a slope of +2 at low frequency.
</p>
<div class="org-src-container">
<pre class="src src-matlab">w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>50;
H2w = (s<span class="org-type">/</span>w0<span class="org-type">/</span>(s<span class="org-type">/</span>w0<span class="org-type">+</span>1))<span class="org-type">^</span>2;
</pre>
</div>
<p>
We define the generalized plant as shown in Figure <a href="#org00fe83c">18</a>.
</p>
<div class="org-src-container">
<pre class="src src-matlab">P = [W1 <span class="org-type">-</span>W1;
0 W2;
H2w 0];
</pre>
</div>
<p>
And we do the \(\mathcal{H}_\infty\) synthesis using the <code>hinfsyn</code> command.
</p>
<div class="org-src-container">
<pre class="src src-matlab">[H2p, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'lmi'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<p>
Finally, we define \(H_2(s)\) as the product of the synthesized filter and the wanted &ldquo;feature&rdquo;:
</p>
<div class="org-src-container">
<pre class="src src-matlab">H2 = H2p<span class="org-type">*</span>H2w;
</pre>
</div>
<p>
And we define \(H_1(s)\) to be the complementary of \(H_2(s)\):
</p>
<div class="org-src-container">
<pre class="src src-matlab">H1 = 1 <span class="org-type">-</span> H2;
</pre>
</div>
<p>
The obtained complementary filters are shown in Figure <a href="#org551ae15">19</a>.
</p>
<div id="org551ae15" class="figure">
<p><img src="figs/comp_filters_H2_feature.png" alt="comp_filters_H2_feature.png" />
</p>
<p><span class="figure-number">Figure 19: </span>Obtained complementary fitlers</p>
</div>
</div>
</div>
<div id="outline-container-org71e3235" class="outline-3">
<h3 id="org71e3235"><span class="section-number-3">5.3</span> Imposing a negative slope at infinity frequency during the synthesis phase</h3>
<div class="outline-text-3" id="text-5-3">
<p>
Let&rsquo;s suppose we now want to shape a low pass filter that as a negative slope until infinite frequency.
</p>
<p>
The used technique is the same as in the previous section, and the generalized plant is shown in Figure <a href="#org00fe83c">18</a>.
</p>
<p>
The weights are defined as usual.
</p>
<div class="org-src-container">
<pre class="src src-matlab">n = 3; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>10; G0 = 1000; G1 = 0.1; Gc = 1<span class="org-type">/</span>2;
W1 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
n = 2; w0 = 2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>11; G0 = 1<span class="org-type">/</span>10; G1 = 1000; Gc = 1<span class="org-type">/</span>2;
W2 = (((1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n))<span class="org-type">/</span>((1<span class="org-type">/</span>G1)<span class="org-type">^</span>(1<span class="org-type">/</span>n)<span class="org-type">*</span>(1<span class="org-type">/</span>w0)<span class="org-type">*</span>sqrt((1<span class="org-type">-</span>(G0<span class="org-type">/</span>Gc)<span class="org-type">^</span>(2<span class="org-type">/</span>n))<span class="org-type">/</span>(1<span class="org-type">-</span>(Gc<span class="org-type">/</span>G1)<span class="org-type">^</span>(2<span class="org-type">/</span>n)))<span class="org-type">*</span>s <span class="org-type">+</span> (1<span class="org-type">/</span>Gc)<span class="org-type">^</span>(1<span class="org-type">/</span>n)))<span class="org-type">^</span>n;
</pre>
</div>
<p>
This time, the feature is a low pass filter with a slope of -2 at high frequency.
</p>
<div class="org-src-container">
<pre class="src src-matlab">H2w = 1<span class="org-type">/</span>(s<span class="org-type">/</span>(2<span class="org-type">*</span><span class="org-constant">pi</span><span class="org-type">*</span>10) <span class="org-type">+</span> 1)<span class="org-type">^</span>2;
</pre>
</div>
<p>
The generalized plant is defined:
</p>
<div class="org-src-container">
<pre class="src src-matlab">P = [W1 <span class="org-type">-</span>W1;
0 W2;
H2w 0];
</pre>
</div>
<p>
And we do the \(\mathcal{H}_\infty\) synthesis using the <code>hinfsyn</code> command.
</p>
<div class="org-src-container">
<pre class="src src-matlab">[H2p, <span class="org-type">~</span>, gamma, <span class="org-type">~</span>] = hinfsyn(P, 1, 1,<span class="org-string">'TOLGAM'</span>, 0.001, <span class="org-string">'METHOD'</span>, <span class="org-string">'lmi'</span>, <span class="org-string">'DISPLAY'</span>, <span class="org-string">'on'</span>);
</pre>
</div>
<p>
The feature is added to the synthesized filter:
</p>
<div class="org-src-container">
<pre class="src src-matlab">H2 = H2p<span class="org-type">*</span>H2w;
</pre>
</div>
<p>
And \(H_1(s)\) is defined as follows:
</p>
<div class="org-src-container">
<pre class="src src-matlab">H1 = 1 <span class="org-type">-</span> H2;
</pre>
</div>
<p>
The obtained complementary filters are shown in Figure <a href="#org7f33e5d">20</a>.
</p>
<div id="org7f33e5d" class="figure">
<p><img src="figs/comp_filters_H2_feature_neg_slope.png" alt="comp_filters_H2_feature_neg_slope.png" />
</p>
<p><span class="figure-number">Figure 20: </span>Obtained complementary fitlers</p>
</div>
</div>
</div>
</div>
<p> <p>
</p> </p>
@ -792,7 +1321,7 @@ Let&rsquo;s now compare the FIR filters designed in (<a href="#citeproc_bib_item
</div> </div>
<div id="postamble" class="status"> <div id="postamble" class="status">
<p class="author">Author: Thomas Dehaeze</p> <p class="author">Author: Thomas Dehaeze</p>
<p class="date">Created: 2020-11-12 jeu. 10:44</p> <p class="date">Created: 2020-12-11 ven. 14:05</p>
</div> </div>
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#+PROPERTY: header-args:matlab+ :tangle matlab/comp_filters_design.m #+PROPERTY: header-args:matlab+ :tangle matlab/comp_filters_design.m
@ -18,6 +18,19 @@
#+PROPERTY: header-args:matlab+ :noweb yes #+PROPERTY: header-args:matlab+ :noweb yes
#+PROPERTY: header-args:matlab+ :mkdirp yes #+PROPERTY: header-args:matlab+ :mkdirp yes
#+PROPERTY: header-args:matlab+ :output-dir figs #+PROPERTY: header-args:matlab+ :output-dir figs
#+PROPERTY: header-args:latex :headers '("\\usepackage{tikz}" "\\usepackage{import}" "\\import{$HOME/Cloud/tikz/org/}{config.tex}")
#+PROPERTY: header-args:latex+ :imagemagick t :fit yes
#+PROPERTY: header-args:latex+ :iminoptions -scale 100% -density 150
#+PROPERTY: header-args:latex+ :imoutoptions -quality 100
#+PROPERTY: header-args:latex+ :results file raw replace
#+PROPERTY: header-args:latex+ :buffer no
#+PROPERTY: header-args:latex+ :tangle no
#+PROPERTY: header-args:latex+ :eval no-export
#+PROPERTY: header-args:latex+ :exports results
#+PROPERTY: header-args:latex+ :mkdirp yes
#+PROPERTY: header-args:latex+ :output-dir figs
#+PROPERTY: header-args:latex+ :post pdf2svg(file=*this*, ext="png")
:END: :END:
* Introduction :ignore: * Introduction :ignore:
@ -104,9 +117,45 @@ The parameters permits to specify:
The general shape of a weighting function generated using the formula is shown in figure [[fig:weight_formula]]. The general shape of a weighting function generated using the formula is shown in figure [[fig:weight_formula]].
#+begin_src matlab :exports none
n = 3; w0 = 2*pi*10; G0 = 1e-3; G1 = 1e1; Gc = 2;
W = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
figure;
hold on;
plot(freqs, abs(squeeze(freqresp(W, freqs, 'Hz'))), 'k-');
plot([1e-3 1e0], [G0 G0], 'k--', 'LineWidth', 1)
text(1e0, G0, '$\quad G_0$')
plot([1e1 1e3], [G1 G1], 'k--', 'LineWidth', 1)
text(1e1,G1,'$G_{\infty}\quad$','HorizontalAlignment', 'right')
plot([w0/2/pi w0/2/pi], [1 2*Gc], 'k--', 'LineWidth', 1)
text(w0/2/pi,1,'$\omega_c$','VerticalAlignment', 'top', 'HorizontalAlignment', 'center')
plot([w0/2/pi/2 2*w0/2/pi], [Gc Gc], 'k--', 'LineWidth', 1)
text(w0/2/pi/2, Gc, '$G_c \quad$','HorizontalAlignment', 'right')
text(w0/5/pi/2, abs(evalfr(W, j*w0/5)), 'Slope: $n \quad$', 'HorizontalAlignment', 'right')
text(w0/2/pi, abs(evalfr(W, j*w0)), '$\bullet$', 'HorizontalAlignment', 'center')
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
xlabel('Frequency [Hz]'); ylabel('Magnitude');
hold off;
xlim([freqs(1), freqs(end)]);
ylim([5e-4, 20]);
#+end_src
#+begin_src matlab :tangle no :exports results :results file replace
exportFig('figs/weight_formula.pdf', 'width', 'wide', 'height', 'normal');
#+end_src
#+name: fig:weight_formula #+name: fig:weight_formula
#+caption: Amplitude of the proposed formula for the weighting functions #+caption: Gain of the Weighting Function formula
[[file:figs-tikz/weight_formula.png]] #+RESULTS:
[[file:figs/weight_formula.png]]
#+begin_src matlab #+begin_src matlab
n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2; n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2;
@ -922,6 +971,664 @@ Let's now compare the FIR filters designed in cite:hua05_low_ligo and the one ob
#+RESULTS: #+RESULTS:
[[file:figs/comp_fir_ligo_hinf.png]] [[file:figs/comp_fir_ligo_hinf.png]]
* Alternative Synthesis
** Matlab Init :noexport:ignore:
#+begin_src matlab :tangle no :exports none :results silent :noweb yes :var current_dir=(file-name-directory buffer-file-name)
<<matlab-dir>>
#+end_src
#+begin_src matlab :exports none :results silent :noweb yes
<<matlab-init>>
#+end_src
** Two generalized plants
In order to synthesize the complementary filter using the proposed method, we can use two alternative generalized plant as shown in Figures [[fig:h_infinity_arch_1]] and [[fig:h_infinity_arch_2]].
\begin{equation}
P_1 = \begin{bmatrix} W_1 & -W_1 \\ 0 & W_2 \\ 1 & 0 \end{bmatrix}
\end{equation}
#+begin_src latex :file h_infinity_arch_1.pdf
\begin{tikzpicture}
\node[block={4.5cm}{3.0cm}, fill=black!20!white, dashed] (P) {};
\node[above] at (P.north) {$P_1(s)$};
\coordinate[] (inputw) at ($(P.south west)!0.75!(P.north west) + (-0.7, 0)$);
\coordinate[] (inputu) at ($(P.south west)!0.35!(P.north west) + (-0.7, 0)$);
\coordinate[] (output1) at ($(P.south east)!0.75!(P.north east) + ( 0.7, 0)$);
\coordinate[] (output2) at ($(P.south east)!0.35!(P.north east) + ( 0.7, 0)$);
\coordinate[] (outputv) at ($(P.south east)!0.1!(P.north east) + ( 0.7, 0)$);
\node[block, left=1.4 of output1] (W1){$W_1(s)$};
\node[block, left=1.4 of output2] (W2){$W_2(s)$};
\node[addb={+}{}{}{}{-}, left=of W1] (sub) {};
\node[block, below=0.3 of P] (H2) {$H_2(s)$};
\draw[->] (inputw) node[above right]{$w$} -- (sub.west);
\draw[->] (H2.west) -| ($(inputu)+(0.35, 0)$) node[above]{$u$} -- (W2.west);
\draw[->] (inputu-|sub) node[branch]{} -- (sub.south);
\draw[->] (sub.east) -- (W1.west);
\draw[->] ($(sub.west)+(-0.6, 0)$) node[branch]{} |- ($(outputv)+(-0.35, 0)$) node[above]{$v$} |- (H2.east);
\draw[->] (W1.east) -- (output1)node[above left]{$z_1$};
\draw[->] (W2.east) -- (output2)node[above left]{$z_2$};
\end{tikzpicture}
#+end_src
#+name: fig:h_infinity_arch_1
#+caption: Complementary Filter Synthesis - Conf 1
#+RESULTS:
[[file:figs/h_infinity_arch_1.png]]
\begin{equation}
P_2 = \begin{bmatrix} 0 & W_1 & 1 \\ W_2 & -W_1 & 0 \end{bmatrix}
\end{equation}
#+begin_src latex :file h_infinity_arch_2.pdf
\begin{tikzpicture}
\node[block={4.5cm}{4.5cm}, fill=black!20!white, dashed] (P) {};
\node[above] at (P.north) {$P_2(s)$};
\coordinate[] (input2) at ($(P.south west)!0.85!(P.north west) + (-0.7, 0)$);
\coordinate[] (input1) at ($(P.south west)!0.55!(P.north west) + (-0.7, 0)$);
\coordinate[] (inputu) at ($(P.south west)!0.3!( P.north west) + (-0.7, 0)$);
\coordinate[] (outputz) at ($(P.south east)!0.3!(P.north east) + (0.7, 0)$);
\coordinate[] (outputv) at ($(P.south east)!0.1!(P.north east) + (0.7, 0)$);
\node[block, right=1.4 of input2] (W2){$W_2(s)$};
\node[block, right=1.4 of input1] (W1){$W_1(s)$};
\node[addb={+}{-}{}{}{}, right=of W1] (sub) {};
\node[addb, left=2.5 of outputz] (add) {};
\node[block, below=0.3 of P] (H2) {$H_2(s)$};
\draw[->] (input2) node[above right]{$w_2$} -- (W2.west);
\draw[->] (input1) node[above right]{$w_1$} -- (W1.west);
\draw[->] (W2.east) -| (sub.north);
\draw[->] (W1.east) -- (sub.west);
\draw[->] (W1-|add)node[branch]{} -- (add.north);
\draw[->] (sub.south) |- (outputv) node[above left]{$v$} |- (H2.east);
\draw[->] (H2.west) -| (inputu) node[above right]{$u$} -- (add.west);
\draw[->] (add.east) -- (outputz) node[above left]{$z$};
\end{tikzpicture}
#+end_src
#+name: fig:h_infinity_arch_2
#+caption: Complementary Filter Synthesis - Conf 2
#+RESULTS:
[[file:figs/h_infinity_arch_2.png]]
Let's run the $\mathcal{H}_\infty$ synthesis for both generalized plant using the same weights and see if the obtained filters are the same:
#+begin_src matlab
n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2;
W1 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
n = 3; w0 = 2*pi*10; G0 = 1000; G1 = 0.1; Gc = 1/2;
W2 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
#+end_src
#+begin_src matlab
P1 = [W1 -W1;
0 W2;
1 0];
#+end_src
#+begin_src matlab :results output replace :exports both
[H2, ~, gamma, ~] = hinfsyn(P1, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
#+end_src
#+RESULTS:
#+begin_example
[H2, ~, gamma, ~] = hinfsyn(P1, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 <= gamma <= 1000
gamma X>=0 Y>=0 rho(XY)<1 p/f
1.807e+01 1.4e-07 0.0e+00 1.185e-18 p
2.428e+00 1.5e-07 0.0e+00 1.285e-18 p
8.902e-01 -2.9e+02 # -7.1e-17 5.168e-19 f
1.470e+00 1.5e-07 0.0e+00 1.462e-14 p
1.144e+00 1.5e-07 0.0e+00 1.260e-14 p
1.009e+00 1.5e-07 0.0e+00 4.120e-13 p
9.478e-01 -6.8e+02 # -2.4e-17 1.449e-14 f
9.780e-01 -1.6e+03 # -7.3e-17 6.791e-14 f
9.934e-01 -4.2e+03 # -1.2e-16 3.524e-14 f
1.001e+00 -2.0e+04 # -2.3e-17 5.717e-20 f
1.005e+00 1.5e-07 0.0e+00 8.953e-18 p
1.003e+00 -2.2e+05 # -1.8e-17 3.225e-12 f
1.004e+00 1.5e-07 0.0e+00 2.445e-12 p
Limiting gains...
1.004e+00 1.6e-07 0.0e+00 5.811e-18 p
Best performance (actual): 1.004
#+end_example
#+begin_src matlab
P2 = [0 W1 1;
W2 -W1 0];
#+end_src
#+begin_src matlab :results output replace :exports both
[H2b, ~, gamma, ~] = hinfsyn(P2, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
#+end_src
#+RESULTS:
#+begin_example
[H2b, ~, gamma, ~] = hinfsyn(P2, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 <= gamma <= 1000
gamma X>=0 Y>=0 rho(XY)<1 p/f
1.807e+01 0.0e+00 1.4e-07 2.055e-16 p
2.428e+00 0.0e+00 1.4e-07 1.894e-18 p
8.902e-01 -2.1e-16 -2.7e+02 # 1.466e-16 f
1.470e+00 0.0e+00 1.4e-07 4.118e-16 p
1.144e+00 0.0e+00 1.5e-07 2.105e-18 p
1.009e+00 0.0e+00 1.5e-07 2.590e-13 p
9.478e-01 -9.5e-17 -6.3e+02 # 1.663e-19 f
9.780e-01 -1.1e-16 -1.5e+03 # 1.546e-14 f
9.934e-01 -2.8e-17 -4.0e+03 # 3.934e-14 f
1.001e+00 -3.1e-17 -1.9e+04 # 1.191e-19 f
1.005e+00 0.0e+00 1.5e-07 1.443e-12 p
1.003e+00 -8.3e-17 -2.1e+05 # 8.807e-13 f
1.004e+00 0.0e+00 1.5e-07 1.459e-15 p
Limiting gains...
1.004e+00 0.0e+00 1.5e-07 9.086e-19 p
Best performance (actual): 1.004
#+end_example
And indeed, we can see that the exact same filters are obtained (Figure [[fig:hinf_comp_P1_P2_syn]]).
#+begin_src matlab :exports none
freqs = logspace(-2, 4, 1000);
figure;
hold on;
plot(freqs, abs(squeeze(freqresp(H2, freqs, 'Hz'))), '-', 'DisplayName', '$H_2$');
plot(freqs, abs(squeeze(freqresp(H2b, freqs, 'Hz'))), '--', 'DisplayName', '$H_{2b}$');
hold off;
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
xlabel('Frequency [Hz]'); ylabel('Magnitude');
legend('location', 'southeast', 'FontSize', 8);
#+end_src
#+begin_src matlab :tangle no :exports results :results file replace
exportFig('figs/hinf_comp_P1_P2_syn.pdf', 'width', 'wide', 'height', 'normal');
#+end_src
#+name: fig:hinf_comp_P1_P2_syn
#+caption: Comparison of $H_2(s)$ when using $P_1(s)$ or $P_2(s)$
#+RESULTS:
[[file:figs/hinf_comp_P1_P2_syn.png]]
** Shaping the Low pass filter or the high pass filter?
Let's see if there is a difference by explicitly shaping $H_1(s)$ or $H_2(s)$.
#+begin_src matlab
n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2;
W1 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
n = 3; w0 = 2*pi*10; G0 = 1000; G1 = 0.1; Gc = 1/2;
W2 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
#+end_src
Let's first synthesize $H_1(s)$:
#+begin_src matlab
P1 = [W2 -W2;
0 W1;
1 0];
#+end_src
#+begin_src matlab :results output replace :exports both
[H1, ~, gamma, ~] = hinfsyn(P1, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
#+end_src
#+RESULTS:
#+begin_example
[H1, ~, gamma, ~] = hinfsyn(P1, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 <= gamma <= 1.712
gamma X>=0 Y>=0 rho(XY)<1 p/f
7.476e-01 -2.5e+01 # -8.3e-18 4.938e-20 f
1.131e+00 1.9e-07 0.0e+00 1.566e-16 p
9.197e-01 -1.4e+02 # -7.9e-17 4.241e-17 f
1.020e+00 1.9e-07 0.0e+00 2.095e-16 p
9.686e-01 -3.8e+02 # -7.0e-17 1.463e-23 f
9.940e-01 -1.5e+03 # -1.3e-17 3.168e-19 f
1.007e+00 1.9e-07 0.0e+00 1.696e-15 p
1.000e+00 -4.8e+03 # -7.1e-18 7.203e-20 f
1.004e+00 1.9e-07 0.0e+00 1.491e-14 p
1.002e+00 -1.1e+04 # -2.6e-16 2.579e-14 f
1.003e+00 -2.8e+04 # -6.0e-18 8.558e-20 f
Limiting gains...
1.004e+00 2.0e-07 0.0e+00 5.647e-18 p
1.004e+00 1.0e-06 0.0e+00 5.648e-18 p
Best performance (actual): 1.004
#+end_example
And now $H_2(s)$:
#+begin_src matlab
P2 = [W1 -W1;
0 W2;
1 0];
#+end_src
#+begin_src matlab :results output replace :exports both
[H2, ~, gamma, ~] = hinfsyn(P2, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
#+end_src
#+RESULTS:
#+begin_example
[H2b, ~, gamma, ~] = hinfsyn(P2, 1, 1,'TOLGAM', 0.001, 'METHOD', 'ric', 'DISPLAY', 'on');
Test bounds: 0.3263 <= gamma <= 1000
gamma X>=0 Y>=0 rho(XY)<1 p/f
1.807e+01 1.4e-07 0.0e+00 1.185e-18 p
2.428e+00 1.5e-07 0.0e+00 1.285e-18 p
8.902e-01 -2.9e+02 # -7.1e-17 5.168e-19 f
1.470e+00 1.5e-07 0.0e+00 1.462e-14 p
1.144e+00 1.5e-07 0.0e+00 1.260e-14 p
1.009e+00 1.5e-07 0.0e+00 4.120e-13 p
9.478e-01 -6.8e+02 # -2.4e-17 1.449e-14 f
9.780e-01 -1.6e+03 # -7.3e-17 6.791e-14 f
9.934e-01 -4.2e+03 # -1.2e-16 3.524e-14 f
1.001e+00 -2.0e+04 # -2.3e-17 5.717e-20 f
1.005e+00 1.5e-07 0.0e+00 8.953e-18 p
1.003e+00 -2.2e+05 # -1.8e-17 3.225e-12 f
1.004e+00 1.5e-07 0.0e+00 2.445e-12 p
Limiting gains...
1.004e+00 1.6e-07 0.0e+00 5.811e-18 p
Best performance (actual): 1.004
#+end_example
And compare $H_1(s)$ with $1 - H_2(s)$ and $H_2(s)$ with $1 - H_1(s)$ in Figure [[fig:hinf_comp_H1_H2_syn]].
#+begin_src matlab :exports none
freqs = logspace(-2, 4, 1000);
figure;
hold on;
plot(freqs, abs(squeeze(freqresp(H1, freqs, 'Hz'))), '-', 'DisplayName', '$H_1$');
plot(freqs, abs(squeeze(freqresp(1-H1, freqs, 'Hz'))), '-', 'DisplayName', '$H_2$');
plot(freqs, abs(squeeze(freqresp(1-H2, freqs, 'Hz'))), '--', 'DisplayName', '$H_2$');
plot(freqs, abs(squeeze(freqresp(H2, freqs, 'Hz'))), '--', 'DisplayName', '$H_1$');
hold off;
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
xlabel('Frequency [Hz]'); ylabel('Magnitude');
legend('location', 'northeast', 'FontSize', 8, 'NumColumns', 2);
#+end_src
#+begin_src matlab :tangle no :exports results :results file replace
exportFig('figs/hinf_comp_H1_H2_syn.pdf', 'width', 'wide', 'height', 'normal');
#+end_src
#+name: fig:hinf_comp_H1_H2_syn
#+caption: Comparison of $H_1(s)$ with $1-H_2(s)$, and $H_2(s)$ with $1-H_1(s)$
#+RESULTS:
[[file:figs/hinf_comp_H1_H2_syn.png]]
* Impose a positive slope at DC or a negative slope at infinite frequency
** Matlab Init :noexport:ignore:
#+begin_src matlab :tangle no :exports none :results silent :noweb yes :var current_dir=(file-name-directory buffer-file-name)
<<matlab-dir>>
#+end_src
#+begin_src matlab :exports none :results silent :noweb yes
<<matlab-init>>
#+end_src
** Manually shift zeros to the origin after synthesis
Suppose we want $H_2(s)$ to be an high pass filter with a slope of +2 at low frequency (from 0Hz).
We cannot impose that using the weight $W_2(s)$ as it would be improper.
However, we may manually shift 2 of the low frequency zeros to the origin.
#+begin_src matlab
n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2;
W1 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
n = 3; w0 = 2*pi*10; G0 = 1e4; G1 = 0.1; Gc = 1/2;
W2 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
#+end_src
#+begin_src matlab
P = [W1 -W1;
0 W2;
1 0];
#+end_src
And we do the $\mathcal{H}_\infty$ synthesis using the =hinfsyn= command:
#+begin_src matlab
[H2, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'lmi', 'DISPLAY', 'on');
#+end_src
#+begin_src matlab
[z,p,k] = zpkdata(H2)
#+end_src
Looking at the zeros, we see two low frequency complex conjugate zeros.
#+begin_src matlab :results output replace :exports results
z{1}
#+end_src
#+RESULTS:
#+begin_example
z{1}
ans =
-4690930.24283199 + 0i
-163.420524657426 + 0i
-0.853192261081498 + 0.713416012479897i
-0.853192261081498 - 0.713416012479897i
-3.15812268762265 + 0i
#+end_example
We manually put these zeros at the origin:
#+begin_src matlab
z{1}([3,4]) = 0;
#+end_src
And we create a modified filter $H_{2z}(s)$:
#+begin_src matlab
H2z = zpk(z,p,k);
#+end_src
And as usual, $H_{1z}(s)$ is defined as the complementary of $H_{2z}(s)$:
#+begin_src matlab
H1z = 1 - H2z;
#+end_src
The bode plots of $H_1(s)$, $H_2(s)$, $H_{1z}(s)$ and $H_{2z}(s)$ are shown in Figure [[fig:comp_filters_shift_zero]].
And we see that $H_{1z}(s)$ is slightly modified when setting the zeros at the origin for $H_{2z}(s)$.
#+begin_src matlab :exports none
freqs = logspace(-2, 4, 1000);
figure;
tiledlayout(3, 1, 'TileSpacing', 'None', 'Padding', 'None');
% Magnitude
ax1 = nexttile([2, 1]);
hold on;
set(gca,'ColorOrderIndex',1)
plot(freqs, abs(squeeze(freqresp(1-H2, freqs, 'Hz'))), '-', 'DisplayName', '$H_1$');
plot(freqs, abs(squeeze(freqresp(H2, freqs, 'Hz'))), '-', 'DisplayName', '$H_2$');
set(gca,'ColorOrderIndex',1)
plot(freqs, abs(squeeze(freqresp(1-H2z, freqs, 'Hz'))), '--', 'DisplayName', '$H_{1z}$');
plot(freqs, abs(squeeze(freqresp(H2z, freqs, 'Hz'))), '--', 'DisplayName', '$H_{2z}$');
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
hold off;
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
ylabel('Magnitude');
set(gca, 'XTickLabel',[]);
legend('location', 'southeast', 'FontSize', 8, 'NumColumns', 2);
% Phase
ax2 = nexttile;
hold on;
set(gca,'ColorOrderIndex',1)
plot(freqs, 180/pi*phase(squeeze(freqresp(1-H2, freqs, 'Hz'))), '-');
plot(freqs, 180/pi*phase(squeeze(freqresp(H2, freqs, 'Hz'))), '-');
set(gca,'ColorOrderIndex',1)
plot(freqs, 180/pi*phase(squeeze(freqresp(H1z, freqs, 'Hz'))), '--');
plot(freqs, 360+180/pi*phase(squeeze(freqresp(H2z, freqs, 'Hz'))), '--');
hold off;
xlabel('Frequency [Hz]'); ylabel('Phase [deg]');
set(gca, 'XScale', 'log');
yticks([-180:90:180]);
linkaxes([ax1,ax2],'x');
xlim([freqs(1), freqs(end)]);
#+end_src
#+begin_src matlab :tangle no :exports results :results file replace
exportFig('figs/comp_filters_shift_zero.pdf', 'width', 'wide', 'height', 'tall');
#+end_src
#+name: fig:comp_filters_shift_zero
#+caption: Bode plots of $H_1(s)$, $H_2(s)$, $H_{1z}(s)$ and $H_{2z}(s)$
#+RESULTS:
[[file:figs/comp_filters_shift_zero.png]]
** Imposing a positive slope at DC during the synthesis phase
Suppose we want to synthesize $H_2(s)$ such that it has a slope of +2 from DC.
We can include this "feature" in the generalized plant as shown in Figure [[fig:h_infinity_arch_H2_feature]].
#+begin_src latex :file h_infinity_arch_H2_feature.pdf
\begin{tikzpicture}
\node[block={4.5cm}{4.0cm}, fill=black!20!white, dashed] (P) {};
\node[above] at (P.north) {$P(s)$};
\coordinate[] (inputw) at ($(P.south west)!0.8!(P.north west) + (-0.7, 0)$);
\coordinate[] (inputu) at ($(P.south west)!0.5!(P.north west) + (-0.7, 0)$);
\coordinate[] (output1) at ($(P.south east)!0.8!(P.north east) + ( 0.7, 0)$);
\coordinate[] (output2) at ($(P.south east)!0.5!(P.north east) + ( 0.7, 0)$);
\coordinate[] (outputv) at ($(P.south east)!0.2!(P.north east) + ( 0.7, 0)$);
\node[block, left=1.4 of output1] (W1){$W_1(s)$};
\node[block, left=1.4 of output2] (W2){$W_2(s)$};
\node[block, left=1.4 of outputv] (Hw){$H_{2w}(s)$};
\node[addb={+}{}{}{}{-}, left=of W1] (sub) {};
\node[block, below=0.3 of P] (H2) {$H_2^\prime(s)$};
\draw[->] (inputw) node[above right]{$w$} -- (sub.west);
\draw[->] (H2.west) -| ($(inputu)+(0.35, 0)$) node[above]{$u$} -- (W2.west);
\draw[->] (inputu-|sub) node[branch]{} -- (sub.south);
\draw[->] (sub.east) -- (W1.west);
\draw[->] ($(sub.west)+(-0.6, 0)$) node[branch]{} |- (Hw.west);
\draw[->] (Hw.east) -- ($(outputv)+(-0.35, 0)$) node[above]{$v$} |- (H2.east);
\draw[->] (W1.east) -- (output1)node[above left]{$z_1$};
\draw[->] (W2.east) -- (output2)node[above left]{$z_2$};
\end{tikzpicture}
#+end_src
#+name: fig:h_infinity_arch_H2_feature
#+caption: Generalized plant with included wanted feature represented by $H_{2w}(s)$
#+RESULTS:
[[file:figs/h_infinity_arch_H2_feature.png]]
After synthesis, the obtained filter will be:
\begin{equation}
H_2(s) = H_2^\prime(s) H_{2w}(s)
\end{equation}
and therefore the "feature" will be included in the filter.
For $H_1(s)$ nothing is changed: $H_1(s) = 1 - H_2(s)$.
The weighting functions are defined as usual:
#+begin_src matlab
n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2;
W1 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
n = 3; w0 = 2*pi*10; G0 = 1e4; G1 = 0.1; Gc = 1/2;
W2 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
#+end_src
The wanted feature here is a +2 slope at low frequency.
For that, we use an high pass filter with a slope of +2 at low frequency.
#+begin_src matlab
w0 = 2*pi*50;
H2w = (s/w0/(s/w0+1))^2;
#+end_src
We define the generalized plant as shown in Figure [[fig:h_infinity_arch_H2_feature]].
#+begin_src matlab
P = [W1 -W1;
0 W2;
H2w 0];
#+end_src
And we do the $\mathcal{H}_\infty$ synthesis using the =hinfsyn= command.
#+begin_src matlab :results output replace :exports both
[H2p, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'lmi', 'DISPLAY', 'on');
#+end_src
Finally, we define $H_2(s)$ as the product of the synthesized filter and the wanted "feature":
#+begin_src matlab
H2 = H2p*H2w;
#+end_src
And we define $H_1(s)$ to be the complementary of $H_2(s)$:
#+begin_src matlab
H1 = 1 - H2;
#+end_src
The obtained complementary filters are shown in Figure [[fig:comp_filters_H2_feature]].
#+begin_src matlab :exports none
freqs = logspace(-3, 3, 1000);
figure;
tiledlayout(3, 1, 'TileSpacing', 'None', 'Padding', 'None');
% Magnitude
ax1 = nexttile([2, 1]);
hold on;
set(gca,'ColorOrderIndex',1)
plot(freqs, 1./abs(squeeze(freqresp(W1, freqs, 'Hz'))), '--', 'DisplayName', '$w_1$');
set(gca,'ColorOrderIndex',2)
plot(freqs, 1./abs(squeeze(freqresp(W2, freqs, 'Hz'))), '--', 'DisplayName', '$w_2$');
set(gca,'ColorOrderIndex',1)
plot(freqs, abs(squeeze(freqresp(H1, freqs, 'Hz'))), '-', 'DisplayName', '$H_1$');
set(gca,'ColorOrderIndex',2)
plot(freqs, abs(squeeze(freqresp(H2, freqs, 'Hz'))), '-', 'DisplayName', '$H_2$');
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
hold off;
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
ylabel('Magnitude');
set(gca, 'XTickLabel',[]);
legend('location', 'southeast', 'FontSize', 8, 'NumColumns', 2);
% Phase
ax2 = nexttile;
hold on;
set(gca,'ColorOrderIndex',1)
plot(freqs, 180/pi*phase(squeeze(freqresp(H1, freqs, 'Hz'))), '-');
set(gca,'ColorOrderIndex',2)
plot(freqs, 360+180/pi*phase(squeeze(freqresp(H2, freqs, 'Hz'))), '-');
hold off;
xlabel('Frequency [Hz]'); ylabel('Phase [deg]');
set(gca, 'XScale', 'log');
yticks([-180:90:180]);
linkaxes([ax1,ax2],'x');
xlim([freqs(1), freqs(end)]);
#+end_src
#+begin_src matlab :tangle no :exports results :results file replace
exportFig('figs/comp_filters_H2_feature.pdf', 'width', 'wide', 'height', 'tall');
#+end_src
#+name: fig:comp_filters_H2_feature
#+caption: Obtained complementary fitlers
#+RESULTS:
[[file:figs/comp_filters_H2_feature.png]]
** Imposing a negative slope at infinity frequency during the synthesis phase
Let's suppose we now want to shape a low pass filter that as a negative slope until infinite frequency.
The used technique is the same as in the previous section, and the generalized plant is shown in Figure [[fig:h_infinity_arch_H2_feature]].
The weights are defined as usual.
#+begin_src matlab
n = 3; w0 = 2*pi*10; G0 = 1000; G1 = 0.1; Gc = 1/2;
W1 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
n = 2; w0 = 2*pi*11; G0 = 1/10; G1 = 1000; Gc = 1/2;
W2 = (((1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (G0/Gc)^(1/n))/((1/G1)^(1/n)*(1/w0)*sqrt((1-(G0/Gc)^(2/n))/(1-(Gc/G1)^(2/n)))*s + (1/Gc)^(1/n)))^n;
#+end_src
This time, the feature is a low pass filter with a slope of -2 at high frequency.
#+begin_src matlab
H2w = 1/(s/(2*pi*10) + 1)^2;
#+end_src
The generalized plant is defined:
#+begin_src matlab
P = [W1 -W1;
0 W2;
H2w 0];
#+end_src
And we do the $\mathcal{H}_\infty$ synthesis using the =hinfsyn= command.
#+begin_src matlab :results output replace :exports both
[H2p, ~, gamma, ~] = hinfsyn(P, 1, 1,'TOLGAM', 0.001, 'METHOD', 'lmi', 'DISPLAY', 'on');
#+end_src
The feature is added to the synthesized filter:
#+begin_src matlab
H2 = H2p*H2w;
#+end_src
And $H_1(s)$ is defined as follows:
#+begin_src matlab
H1 = 1 - H2;
#+end_src
The obtained complementary filters are shown in Figure [[fig:comp_filters_H2_feature_neg_slope]].
#+begin_src matlab :exports none
freqs = logspace(-1, 4, 1000);
figure;
tiledlayout(3, 1, 'TileSpacing', 'None', 'Padding', 'None');
% Magnitude
ax1 = nexttile([2, 1]);
hold on;
set(gca,'ColorOrderIndex',1)
plot(freqs, 1./abs(squeeze(freqresp(W1, freqs, 'Hz'))), '--', 'DisplayName', '$w_1$');
set(gca,'ColorOrderIndex',2)
plot(freqs, 1./abs(squeeze(freqresp(W2, freqs, 'Hz'))), '--', 'DisplayName', '$w_2$');
set(gca,'ColorOrderIndex',1)
plot(freqs, abs(squeeze(freqresp(H1, freqs, 'Hz'))), '-', 'DisplayName', '$H_1$');
set(gca,'ColorOrderIndex',2)
plot(freqs, abs(squeeze(freqresp(H2, freqs, 'Hz'))), '-', 'DisplayName', '$H_2$');
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
hold off;
set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log');
ylabel('Magnitude');
set(gca, 'XTickLabel',[]);
legend('location', 'southeast', 'FontSize', 8, 'NumColumns', 2);
% Phase
ax2 = nexttile;
hold on;
set(gca,'ColorOrderIndex',1)
plot(freqs, 180/pi*phase(squeeze(freqresp(H1, freqs, 'Hz'))), '-');
set(gca,'ColorOrderIndex',2)
plot(freqs, 180/pi*phase(squeeze(freqresp(H2, freqs, 'Hz'))), '-');
hold off;
xlabel('Frequency [Hz]'); ylabel('Phase [deg]');
set(gca, 'XScale', 'log');
yticks([-180:90:180]);
linkaxes([ax1,ax2],'x');
xlim([freqs(1), freqs(end)]);
#+end_src
#+begin_src matlab :tangle no :exports results :results file replace
exportFig('figs/comp_filters_H2_feature_neg_slope.pdf', 'width', 'wide', 'height', 'tall');
#+end_src
#+name: fig:comp_filters_H2_feature_neg_slope
#+caption: Obtained complementary fitlers
#+RESULTS:
[[file:figs/comp_filters_H2_feature_neg_slope.png]]
* Bibliography :ignore: * Bibliography :ignore:
bibliographystyle:unsrt bibliographystyle:unsrt
bibliography:ref.bib bibliography:ref.bib