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      <header alignment="Center" color="#a9a9a9">&amp;[DATE] &amp;[TIME] - &amp;[FILENAME]</header>
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        <content>
          <p style="background-color: #ffff80; font-size: 16px;">Pseudo Inverse Matrices</p>
        </content>
      </text>
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        <content>
          <p>For the overdetermined case (pg50):</p>
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          <e type="operand">A</e>
          <e type="operand">1</e>
          <e type="operand">1000</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">500</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">150</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">200</e>
          <e type="operator" args="2">/</e>
          <e type="operand">3</e>
          <e type="operand">2</e>
          <e type="function" args="8">mat</e>
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        <content>
          <p>For example representing two resistor networks connected to two soures.</p>
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        <input>
          <e type="operand">A.L_PI</e>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operand">A</e>
          <e type="operator" args="2">*</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
          <e type="operator" args="2">^</e>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operator" args="2">*</e>
          <e type="operator" args="2">:</e>
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      </math>
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    <region left="0" top="261" width="508" height="126" color="#000000" fontSize="10">
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        <input>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operand">A</e>
          <e type="operator" args="2">*</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
          <e type="operator" args="2">^</e>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
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          <e type="operand">1</e>
          <e type="operand">1000</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">150</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">500</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">200</e>
          <e type="operator" args="2">/</e>
          <e type="operand">2</e>
          <e type="operand">3</e>
          <e type="function" args="8">mat</e>
          <e type="operand">1</e>
          <e type="operand">1000</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">500</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">150</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">200</e>
          <e type="operator" args="2">/</e>
          <e type="operand">3</e>
          <e type="operand">2</e>
          <e type="function" args="8">mat</e>
          <e type="operator" args="2">*</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
          <e type="operator" args="2">^</e>
          <e type="operand">1</e>
          <e type="operand">1000</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">150</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">500</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">100</e>
          <e type="operator" args="2">/</e>
          <e type="operand">1</e>
          <e type="operand">200</e>
          <e type="operator" args="2">/</e>
          <e type="operand">2</e>
          <e type="operand">3</e>
          <e type="function" args="8">mat</e>
          <e type="operator" args="2">*</e>
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        <content>
          <p style="background-color: #ffff00;">Left Pseudo-Inverse</p>
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          <e type="operand">A.L_PI</e>
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        <result action="numeric">
          <e type="operand">23.1454</e>
          <e type="operator" args="1">-</e>
          <e type="operand">69.7923</e>
          <e type="operator" args="1">-</e>
          <e type="operand">148.8427</e>
          <e type="operand">36.7953</e>
          <e type="operand">141.7211</e>
          <e type="operand">98.1602</e>
          <e type="operator" args="1">-</e>
          <e type="operand">2</e>
          <e type="operand">3</e>
          <e type="function" args="8">mat</e>
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        <content>
          <p>The Left Pseudo-Inverse / Overdetermined case contains redundant information, so if the data contains errors, LPI performs an averaging process that minimizes mean- square error in the estimate of x.</p>
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        <content>
          <p>For the undetermined case (pg51):</p>
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    <region left="0" top="621" width="89" height="27" color="#000000" fontSize="10">
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        <input>
          <e type="operand">A</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">3</e>
          <e type="function" args="5">mat</e>
          <e type="operator" args="2">:</e>
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    <region left="198" top="621" width="390" height="23" color="#000000" fontSize="10">
      <text lang="eng" fontFamily="Arial" fontSize="10">
        <content>
          <p>For example representing three valves connected to same tank.</p>
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      </text>
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    <region left="0" top="648" width="171" height="49" color="#000000" fontSize="10">
      <math>
        <input>
          <e type="operand">A.R_PI</e>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operand">A</e>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operator" args="2">*</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
          <e type="operator" args="2">^</e>
          <e type="operator" args="2">*</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
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    <region left="0" top="702" width="282" height="74" color="#000000" fontSize="10">
      <math>
        <input>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operand">A</e>
          <e type="operand">A</e>
          <e type="function" args="1">transpose</e>
          <e type="operator" args="2">*</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
          <e type="operator" args="2">^</e>
          <e type="operator" args="2">*</e>
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          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">3</e>
          <e type="operand">1</e>
          <e type="function" args="5">mat</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">3</e>
          <e type="function" args="5">mat</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">1</e>
          <e type="operand">3</e>
          <e type="operand">1</e>
          <e type="function" args="5">mat</e>
          <e type="operator" args="2">*</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
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          <e type="operator" args="2">*</e>
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          <p style="background-color: #ffff00;">Right Pseudo-Inverse</p>
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      <math>
        <input>
          <e type="operand">A.R_PI</e>
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        <result action="numeric">
          <e type="operand">0.3333</e>
          <e type="operand">0.3333</e>
          <e type="operand">0.3333</e>
          <e type="operand">3</e>
          <e type="operand">1</e>
          <e type="function" args="5">mat</e>
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    <region left="0" top="900" width="764" height="38" color="#000000" fontSize="10">
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          <p>The Right Pseudo-Inverse case does not contain enough information to provide a unique solution for  x. According to the book, does provide a feasible solution that minimizes the quadratic norm of x.</p>
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    <region left="0" top="972" width="313" height="23" color="#000000" fontSize="10">
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        <content>
          <p>Optimal Control and Estimation by  Robert Stengel</p>
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