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      <p>A long uniform rod of 50-mm diameter with a thermal conductivity of 15 W/m-K is heatedinternally by volumetric energy generation of 20 kW/m3. The rod is positioned coaxiallywithin a larger circular tube of 60-mm diameter whose surface is maintained at 500 degC.The annular region between the rod and the tube is evacuated, and their surfaces arediffuse and gray with an emissivity of 0.2.a) Determine the center and surface temperatures of the rod.b) Determine the center and surface temperatures of the rod if atmospheric air occupiesthe annular space.c) For tube diameters of 60, 100, and 1000 mm and for both the evacuated and atmosphericconditions, compute and plot the center and surface temperatures as a function ofequivalent surface emissivities in the range from 0.1 to 1.0.</p>
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      <p>Given:</p>
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      <p>Stefan Boltzmann constant:</p>
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        <p>     XY from Carlos blue trace      </p>
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          <e type="operand">0.73</e>
          <e type="operand">776.974</e>
          <e type="operand">0.74</e>
          <e type="operand">776.894</e>
          <e type="operand">0.75</e>
          <e type="operand">776.816</e>
          <e type="operand">0.76</e>
          <e type="operand">776.741</e>
          <e type="operand">0.77</e>
          <e type="operand">776.667</e>
          <e type="operand">0.78</e>
          <e type="operand">776.595</e>
          <e type="operand">0.79</e>
          <e type="operand">776.525</e>
          <e type="operand">0.8</e>
          <e type="operand">776.457</e>
          <e type="operand">0.81</e>
          <e type="operand">776.39</e>
          <e type="operand">0.82</e>
          <e type="operand">776.325</e>
          <e type="operand">0.83</e>
          <e type="operand">776.262</e>
          <e type="operand">0.84</e>
          <e type="operand">776.2</e>
          <e type="operand">0.85</e>
          <e type="operand">776.139</e>
          <e type="operand">0.86</e>
          <e type="operand">776.08</e>
          <e type="operand">0.87</e>
          <e type="operand">776.022</e>
          <e type="operand">0.88</e>
          <e type="operand">775.966</e>
          <e type="operand">0.89</e>
          <e type="operand">775.911</e>
          <e type="operand">0.9</e>
          <e type="operand">775.857</e>
          <e type="operand">0.91</e>
          <e type="operand">775.804</e>
          <e type="operand">0.92</e>
          <e type="operand">775.752</e>
          <e type="operand">0.93</e>
          <e type="operand">775.701</e>
          <e type="operand">0.94</e>
          <e type="operand">775.652</e>
          <e type="operand">0.95</e>
          <e type="operand">775.603</e>
          <e type="operand">0.96</e>
          <e type="operand">775.556</e>
          <e type="operand">0.97</e>
          <e type="operand">775.509</e>
          <e type="operand">0.98</e>
          <e type="operand">775.464</e>
          <e type="operand">0.99</e>
          <e type="operand">775.419</e>
          <e type="operand">1</e>
          <e type="operand">775.375</e>
          <e type="operand">100</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="202">mat</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
    </region>
    <region id="17" top="2907" color="#000000" bgColor="#ffffff">
      <area terminator="true" />
    </region>
  </region>
  <region id="18" top="2934" color="#000000" bgColor="#ffffff">
    <area collapsed="true">
      <title lang="eng">
        <p>     Genfit Utilities     </p>
      </title>
    </area>
    <region id="19" left="36" top="2970" width="729" height="121" color="#000000" bgColor="#ebebeb" fontSize="10">
      <math fractionType="none" decimalPlaces="4" exponentialThreshold="3">
        <input>
          <e type="operand">vx</e>
          <e type="operand">vy</e>
          <e type="operand">char</e>
          <e type="operand">size</e>
          <e type="operand">clr</e>
          <e type="function" args="5">plotG</e>
          <e type="operand">n</e>
          <e type="operand">vx</e>
          <e type="function" preserve="true" args="1">length</e>
          <e type="operator" args="2">:</e>
          <e type="operand">plot</e>
          <e type="operand">vx</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">vy</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">char</e>
          <e type="operand">size</e>
          <e type="operand">clr</e>
          <e type="function" preserve="true" args="5">augment</e>
          <e type="operator" args="2">:</e>
          <e type="operand">i</e>
          <e type="operand">2</e>
          <e type="operand">n</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">plot</e>
          <e type="operand">plot</e>
          <e type="operand">vx</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">vy</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">char</e>
          <e type="operand">size</e>
          <e type="operand">clr</e>
          <e type="function" preserve="true" args="5">augment</e>
          <e type="function" preserve="true" args="2">stack</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand">plot</e>
          <e type="operand">4</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="6">line</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
    </region>
    <region id="20" left="36" top="3105" width="448" height="275" border="true" color="#000000" bgColor="#ffffe1" fontSize="10">
      <math fractionType="none" decimalPlaces="6">
        <description active="true" position="Top" lang="eng">
          <p>Error stem plot for QuickPlot unicolor</p>
        </description>
        <input>
          <e type="operand">data</e>
          <e type="function" args="1">Error</e>
          <e type="operand">stemX</e>
          <e type="operand">1</e>
          <e type="operand">data</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operator" args="2">:</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operand">stemX</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">stem</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">data</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">data</e>
          <e type="operand">i</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">data</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">0</e>
          <e type="operand">2</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="6">mat</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand" style="string" />
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operand">stem</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="operand">1</e>
          <e type="operator" args="2">-</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">stem</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">stem</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">stem</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operator" args="2">+</e>
          <e type="bracket">(</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">0</e>
          <e type="operand">1</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="4">mat</e>
          <e type="function" preserve="true" args="2">stack</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand">V</e>
          <e type="operand">stem</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operator" args="2">:</e>
          <e type="operand">j</e>
          <e type="operand">2</e>
          <e type="operand">stem</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="operand">1</e>
          <e type="operator" args="2">-</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">V</e>
          <e type="operand">V</e>
          <e type="operand">stem</e>
          <e type="operand">j</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="function" preserve="true" args="2">stack</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand">V</e>
          <e type="operand">V</e>
          <e type="operand">data</e>
          <e type="operand">data</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="function" preserve="true" args="2">row</e>
          <e type="function" preserve="true" args="2">stack</e>
          <e type="operator" args="2">:</e>
          <e type="operand">7</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="9">line</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
    </region>
    <region id="21" left="18" top="3411" width="443" height="365" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
      <math optimize="2" fractionType="fraction" decimalPlaces="4">
        <description active="true" position="Top" lang="eng">
          <p>Applicable parts are: Optimiz "numeric"</p>
        </description>
        <input>
          <e type="operand">XY</e>
          <e type="operand">f</e>
          <e type="operand">φ</e>
          <e type="operand">β</e>
          <e type="function" args="4">Minimize</e>
          <e type="operand">X</e>
          <e type="operand">XY</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="2">col</e>
          <e type="operator" args="2">:</e>
          <e type="operand">Y</e>
          <e type="operand">XY</e>
          <e type="operand">2</e>
          <e type="function" preserve="true" args="2">col</e>
          <e type="operator" args="2">:</e>
          <e type="operand">n</e>
          <e type="operand">XY</e>
          <e type="function" preserve="true" args="1">rows</e>
          <e type="operator" args="2">:</e>
          <e type="operand">k</e>
          <e type="operand">x</e>
          <e type="operand">β</e>
          <e type="function" args="2">φ</e>
          <e type="function" preserve="true" args="1">length</e>
          <e type="operand">1</e>
          <e type="operator" args="2">-</e>
          <e type="operator" args="2">:</e>
          <e type="operand" style="string">vx-&gt; raw initial vector fit</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operand">X</e>
          <e type="function" preserve="true" args="1">length</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">vx</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">X</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">β</e>
          <e type="function" args="2">f</e>
          <e type="function" preserve="true" args="1">eval</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand" style="string">M-&gt; Cholesky GradientMatrix</e>
          <e type="operand">j</e>
          <e type="operand">1</e>
          <e type="operand">k</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operand">n</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">M</e>
          <e type="operand">i</e>
          <e type="operand">j</e>
          <e type="function" preserve="true" args="3">el</e>
          <e type="operand">X</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">β</e>
          <e type="function" args="2">φ</e>
          <e type="operand">j</e>
          <e type="operand">1</e>
          <e type="operator" args="2">+</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="function" preserve="true" args="1">eval</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand" style="string">CholeskySolver LeastSquares</e>
          <e type="operand">Φ</e>
          <e type="operand">M</e>
          <e type="function" preserve="true" args="1">transpose</e>
          <e type="operand">M</e>
          <e type="operator" args="2">*</e>
          <e type="operator" args="2">:</e>
          <e type="operand">d</e>
          <e type="operand">M</e>
          <e type="function" preserve="true" args="1">transpose</e>
          <e type="operand">Y</e>
          <e type="operand">vx</e>
          <e type="operator" args="2">-</e>
          <e type="bracket">(</e>
          <e type="operator" args="2">*</e>
          <e type="operator" args="2">:</e>
          <e type="operand">Δβ</e>
          <e type="operand">Φ</e>
          <e type="operand">1</e>
          <e type="operator" args="1">-</e>
          <e type="operator" args="2">^</e>
          <e type="function" preserve="true" args="1">eval</e>
          <e type="operand">d</e>
          <e type="operator" args="2">*</e>
          <e type="operator" args="2">:</e>
          <e type="operand">b</e>
          <e type="operand">β</e>
          <e type="operand">Δβ</e>
          <e type="operator" args="2">+</e>
          <e type="operator" args="2">:</e>
          <e type="operand">13</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="15">line</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
    </region>
    <region id="22" left="459" top="3438" width="264" height="122" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
      <math optimize="2" fractionType="none" decimalPlaces="4">
        <input>
          <e type="operand">L</e>
          <e type="operand">H</e>
          <e type="operand">N</e>
          <e type="function" args="3">xd</e>
          <e type="operand">U</e>
          <e type="operand">0</e>
          <e type="operator" args="2">:</e>
          <e type="operand">dx</e>
          <e type="operand">H</e>
          <e type="operand">L</e>
          <e type="operator" args="2">-</e>
          <e type="operand">N</e>
          <e type="operator" args="2">/</e>
          <e type="operator" args="2">:</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operand">N</e>
          <e type="operand">1</e>
          <e type="operator" args="2">+</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">U</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">L</e>
          <e type="operand">dx</e>
          <e type="operator" args="2">-</e>
          <e type="bracket">(</e>
          <e type="operand">dx</e>
          <e type="operand">i</e>
          <e type="operator" args="2">*</e>
          <e type="operator" args="2">+</e>
          <e type="operator" args="2">:</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand">U</e>
          <e type="operand">4</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="6">line</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
    </region>
    <region id="23" left="459" top="3564" width="282" height="56" color="#000000" bgColor="#ffffff" fontSize="10">
      <text lang="eng">
        <p>Module xd(L,H,N) is a discretiserfor use in-situ  [user spec's]: range [L,H], density [N].</p>
      </text>
    </region>
    <region id="24" left="459" top="3627" width="330" height="201" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
      <math fractionType="fraction" decimalPlaces="4">
        <description active="true" position="Top" lang="eng">
          <p>Vector gradient ... Optimiz Symbolic </p>
        </description>
        <input>
          <e type="operand">x</e>
          <e type="operand">β</e>
          <e type="operand">f</e>
          <e type="operand">n</e>
          <e type="function" args="4">φ</e>
          <e type="operand">ct</e>
          <e type="operand">1</e>
          <e type="operator" args="2">:</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operand">n</e>
          <e type="function" preserve="true" args="2">range</e>
          <e type="operand">PD</e>
          <e type="operand">ct</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">x</e>
          <e type="operand">β</e>
          <e type="function" args="2">f</e>
          <e type="bracket">(</e>
          <e type="operand">β</e>
          <e type="operand">ct</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="function" preserve="true" args="2">diff</e>
          <e type="operator" args="2">:</e>
          <e type="operand" style="string">stack f(x,β) &amp; PD </e>
          <e type="operand">V</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">x</e>
          <e type="operand">β</e>
          <e type="function" args="2">f</e>
          <e type="operator" args="2">:</e>
          <e type="operand">V</e>
          <e type="operand">i</e>
          <e type="operand">1</e>
          <e type="operator" args="2">+</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operand">PD</e>
          <e type="operand">i</e>
          <e type="function" preserve="true" args="2">el</e>
          <e type="operator" args="2">:</e>
          <e type="operand">2</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="4">line</e>
          <e type="operand">ct</e>
          <e type="operand">ct</e>
          <e type="operand">1</e>
          <e type="operator" args="2">+</e>
          <e type="operator" args="2">:</e>
          <e type="operand">4</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="6">line</e>
          <e type="function" preserve="true" args="3">for</e>
          <e type="operand">V</e>
          <e type="operand">3</e>
          <e type="operand">1</e>
          <e type="function" preserve="true" args="5">line</e>
          <e type="operator" args="2">:</e>
        </input>
      </math>
    </region>
    <region id="25" top="3879" color="#000000" bgColor="#ffffff">
      <area terminator="true" />
    </region>
  </region>
  <region id="26" left="36" top="3906" width="654" height="31" color="#000000" bgColor="#80ffff" fontSize="14">
    <text lang="eng">
      <p bold="true">Minimize model "ConjugateGradient" wrt parameters [β's] </p>
    </text>
  </region>
  <region id="27" left="36" top="3951" width="335" height="40" color="#000000" bgColor="#ebffff" fontSize="10">
    <math fractionType="fraction" decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>Model function</p>
      </description>
      <input>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="function" args="2">f</e>
        <e type="operand">0</e>
        <e type="operand">β</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">β</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">x</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>
        <e type="operand">β</e>
        <e type="operand">3</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">x</e>
        <e type="operand">2</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>
        <e type="operand">β</e>
        <e type="operand">4</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">x</e>
        <e type="operand">3</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>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="28" left="36" top="3996" width="377" height="32" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="fraction" decimalPlaces="4">
      <input>
        <e type="operand" style="string">in φ(x,β,f,n) -&gt; set 'n' to last index</e>
        <e type="operand">β</e>
        <e type="operand">#</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">≡</e>
      </input>
    </math>
  </region>
  <region id="29" left="36" top="4032" width="179" height="26" color="#000000" bgColor="#ebd7ff" fontSize="10">
    <math fractionType="fraction" decimalPlaces="4">
      <description active="true" position="Right" lang="eng">
        <p>&lt;= ConjugateGradient Vector Fnct</p>
      </description>
      <input>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="function" args="2">φ</e>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="operand">f</e>
        <e type="operand">4</e>
        <e type="function" args="4">φ</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="30" left="36" top="4068" width="123" height="69" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none" decimalPlaces="6">
      <input>
        <e type="operand">X</e>
        <e type="operand">XY</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operator" args="2">:</e>
        <e type="operand">Y</e>
        <e type="operand">XY</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operator" args="2">:</e>
        <e type="operand">n</e>
        <e type="operand">XY</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operator" args="2">:</e>
        <e type="operand">3</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="5">line</e>
      </input>
    </math>
  </region>
  <region id="31" left="243" top="4140" width="128" height="81" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="fraction" decimalPlaces="4">
      <input>
        <e type="operand">β</e>
        <e type="operand">4.3251307</e>
        <e type="operator" args="1">-</e>
        <e type="operand">4.3714704</e>
        <e type="operand">0.0312143</e>
        <e type="operator" args="1">-</e>
        <e type="operand">0.0001421</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">mat</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="32" left="630" top="4140" width="30" height="81" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">1</e>
        <e type="operand">1</e>
        <e type="operand">0</e>
        <e type="operand">1</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">mat</e>
      </input>
    </math>
  </region>
  <region id="33" left="666" top="4140" width="72" height="81" color="#000000" bgColor="#ffffff" fontSize="10">
    <math>
      <input>
        <e type="operand">4.325</e>
        <e type="operator" args="1">-</e>
        <e type="operand">4.372</e>
        <e type="operand">0.031</e>
        <e type="operator" args="1">-</e>
        <e type="operand">0</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">mat</e>
      </input>
    </math>
  </region>
  <region id="34" left="432" top="4149" width="65" height="182" color="#000000" bgColor="#ffffff">
    <picture>
      <raw format="png" encoding="base64">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</raw>
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  <region id="35" left="369" top="4203" width="250" height="24" border="true" color="#000000" bgColor="#ebebeb" fontSize="10">
    <text lang="eng">
      <p>re-inject to iterate manually</p>
    </text>
  </region>
  <region id="36" left="36" top="4230" width="201" height="26" color="#000000" bgColor="#ebebeb" fontSize="10">
    <math fractionType="fraction" decimalPlaces="4">
      <description active="true" position="Top" lang="eng">
        <p>Genfit coeff's of fit</p>
      </description>
      <input>
        <e type="operand">β</e>
        <e type="operand">XY</e>
        <e type="operand">f</e>
        <e type="operand">φ</e>
        <e type="operand">β</e>
        <e type="function" args="4">Minimize</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="37" left="36" top="4293" width="244" height="113" border="true" color="#000000" bgColor="#ffff80" fontSize="10">
    <math optimize="2" fractionType="none" decimalPlaces="4">
      <input>
        <e type="operand">FIT</e>
        <e type="operand" style="string">range, populate</e>
        <e type="operand">U</e>
        <e type="operand">0.01</e>
        <e type="operand">1</e>
        <e type="operand">0.0125</e>
        <e type="function" preserve="true" args="3">range</e>
        <e type="operator" args="2">:</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">U</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">FIT</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">U</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">β</e>
        <e type="function" args="2">f</e>
        <e type="function" preserve="true" args="1">eval</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">U</e>
        <e type="operand">FIT</e>
        <e type="function" preserve="true" args="2">augment</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="38" left="414" top="4338" width="146" height="81" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none" decimalPlaces="7">
      <input>
        <e type="operand">β</e>
      </input>
      <result action="numeric">
        <e type="operand">771.1697737</e>
        <e type="operand">4.3053446</e>
        <e type="operand">0.0267923</e>
        <e type="operator" args="1">-</e>
        <e type="operand">0.0001042</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">mat</e>
      </result>
    </math>
  </region>
  <region id="39" left="36" top="4419" width="292" height="26" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none" decimalPlaces="4">
      <input>
        <e type="operand">data</e>
        <e type="operand">X</e>
        <e type="operand">Y</e>
        <e type="operand" style="string">.</e>
        <e type="operand">12</e>
        <e type="operand" style="string">black</e>
        <e type="function" args="5">plotG</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="40" left="36" top="4464" width="728" height="373" color="#000000" bgColor="#ebebeb" fontSize="10">
    <plot type="2d" render="lines" scale_x="0.0896286187023263" scale_y="149.212723796181" scale_z="13.3737303266636" rotate_x="0" rotate_y="0" rotate_z="0" transpose_x="-296" transpose_y="-962" transpose_z="0">
      <input>
        <e type="operand">data</e>
        <e type="operand">FIT</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">sys</e>
      </input>
    </plot>
  </region>
  <region id="41" left="36" top="5796" width="498" height="31" color="#000000" bgColor="#80ffff" fontSize="14">
    <text lang="eng">
      <p bold="true">Copy/paste this section for next model fit</p>
    </text>
  </region>
  <region id="42" left="36" top="5841" width="729" height="121" color="#000000" bgColor="#ebebeb" fontSize="10">
    <math fractionType="none" decimalPlaces="4" exponentialThreshold="3">
      <input>
        <e type="operand">vx</e>
        <e type="operand">vy</e>
        <e type="operand">char</e>
        <e type="operand">size</e>
        <e type="operand">clr</e>
        <e type="function" args="5">plotG</e>
        <e type="operand">n</e>
        <e type="operand">vx</e>
        <e type="function" preserve="true" args="1">length</e>
        <e type="operator" args="2">:</e>
        <e type="operand">plot</e>
        <e type="operand">vx</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">vy</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">char</e>
        <e type="operand">size</e>
        <e type="operand">clr</e>
        <e type="function" preserve="true" args="5">augment</e>
        <e type="operator" args="2">:</e>
        <e type="operand">i</e>
        <e type="operand">2</e>
        <e type="operand">n</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">plot</e>
        <e type="operand">plot</e>
        <e type="operand">vx</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">vy</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">char</e>
        <e type="operand">size</e>
        <e type="operand">clr</e>
        <e type="function" preserve="true" args="5">augment</e>
        <e type="function" preserve="true" args="2">stack</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">plot</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="43" left="36" top="5976" width="448" height="275" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="none" decimalPlaces="6">
      <description active="true" position="Top" lang="eng">
        <p>Error stem plot for QuickPlot unicolor</p>
      </description>
      <input>
        <e type="operand">data</e>
        <e type="function" args="1">Error</e>
        <e type="operand">stemX</e>
        <e type="operand">1</e>
        <e type="operand">data</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operator" args="2">:</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">stemX</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">stem</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">data</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="3">el</e>
        <e type="operand">data</e>
        <e type="operand">i</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="3">el</e>
        <e type="operand">data</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="3">el</e>
        <e type="operand">0</e>
        <e type="operand">2</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="6">mat</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand" style="string" />
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">stem</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">stem</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">stem</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">stem</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="bracket">(</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="3">el</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">0</e>
        <e type="operand">1</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="4">mat</e>
        <e type="function" preserve="true" args="2">stack</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">V</e>
        <e type="operand">stem</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">j</e>
        <e type="operand">2</e>
        <e type="operand">stem</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">V</e>
        <e type="operand">V</e>
        <e type="operand">stem</e>
        <e type="operand">j</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="function" preserve="true" args="2">stack</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">V</e>
        <e type="operand">V</e>
        <e type="operand">data</e>
        <e type="operand">data</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="function" preserve="true" args="2">row</e>
        <e type="function" preserve="true" args="2">stack</e>
        <e type="operator" args="2">:</e>
        <e type="operand">7</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="9">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="44" left="18" top="6282" width="443" height="365" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math optimize="2" fractionType="fraction" decimalPlaces="4">
      <description active="true" position="Top" lang="eng">
        <p>Applicable parts are: Optimiz "numeric"</p>
      </description>
      <input>
        <e type="operand">XY</e>
        <e type="operand">f</e>
        <e type="operand">φ</e>
        <e type="operand">β</e>
        <e type="function" args="4">Minimize</e>
        <e type="operand">X</e>
        <e type="operand">XY</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operator" args="2">:</e>
        <e type="operand">Y</e>
        <e type="operand">XY</e>
        <e type="operand">2</e>
        <e type="function" preserve="true" args="2">col</e>
        <e type="operator" args="2">:</e>
        <e type="operand">n</e>
        <e type="operand">XY</e>
        <e type="function" preserve="true" args="1">rows</e>
        <e type="operator" args="2">:</e>
        <e type="operand">k</e>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="function" args="2">φ</e>
        <e type="function" preserve="true" args="1">length</e>
        <e type="operand">1</e>
        <e type="operator" args="2">-</e>
        <e type="operator" args="2">:</e>
        <e type="operand" style="string">vx-&gt; raw initial vector fit</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">X</e>
        <e type="function" preserve="true" args="1">length</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">vx</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">X</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">β</e>
        <e type="function" args="2">f</e>
        <e type="function" preserve="true" args="1">eval</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand" style="string">M-&gt; Cholesky GradientMatrix</e>
        <e type="operand">j</e>
        <e type="operand">1</e>
        <e type="operand">k</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">n</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">M</e>
        <e type="operand">i</e>
        <e type="operand">j</e>
        <e type="function" preserve="true" args="3">el</e>
        <e type="operand">X</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">β</e>
        <e type="function" args="2">φ</e>
        <e type="operand">j</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="function" preserve="true" args="1">eval</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand" style="string">CholeskySolver LeastSquares</e>
        <e type="operand">Φ</e>
        <e type="operand">M</e>
        <e type="function" preserve="true" args="1">transpose</e>
        <e type="operand">M</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">:</e>
        <e type="operand">d</e>
        <e type="operand">M</e>
        <e type="function" preserve="true" args="1">transpose</e>
        <e type="operand">Y</e>
        <e type="operand">vx</e>
        <e type="operator" args="2">-</e>
        <e type="bracket">(</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">:</e>
        <e type="operand">Δβ</e>
        <e type="operand">Φ</e>
        <e type="operand">1</e>
        <e type="operator" args="1">-</e>
        <e type="operator" args="2">^</e>
        <e type="function" preserve="true" args="1">eval</e>
        <e type="operand">d</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">:</e>
        <e type="operand">b</e>
        <e type="operand">β</e>
        <e type="operand">Δβ</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">:</e>
        <e type="operand">13</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="15">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="45" left="459" top="6309" width="264" height="122" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math optimize="2" fractionType="none" decimalPlaces="4">
      <input>
        <e type="operand">L</e>
        <e type="operand">H</e>
        <e type="operand">N</e>
        <e type="function" args="3">xd</e>
        <e type="operand">U</e>
        <e type="operand">0</e>
        <e type="operator" args="2">:</e>
        <e type="operand">dx</e>
        <e type="operand">H</e>
        <e type="operand">L</e>
        <e type="operator" args="2">-</e>
        <e type="operand">N</e>
        <e type="operator" args="2">/</e>
        <e type="operator" args="2">:</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">N</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">U</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">L</e>
        <e type="operand">dx</e>
        <e type="operator" args="2">-</e>
        <e type="bracket">(</e>
        <e type="operand">dx</e>
        <e type="operand">i</e>
        <e type="operator" args="2">*</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">:</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">U</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
  <region id="46" left="459" top="6435" width="282" height="56" color="#000000" bgColor="#ffffff" fontSize="10">
    <text lang="eng">
      <p>Module xd(L,H,N) is a discretiserfor use in-situ  [user spec's]: range [L,H], density [N].</p>
    </text>
  </region>
  <region id="47" left="459" top="6498" width="330" height="201" border="true" color="#000000" bgColor="#ffffff" fontSize="10">
    <math fractionType="fraction" decimalPlaces="4">
      <description active="true" position="Top" lang="eng">
        <p>Vector gradient ... Optimiz Symbolic </p>
      </description>
      <input>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="operand">f</e>
        <e type="operand">n</e>
        <e type="function" args="4">φ</e>
        <e type="operand">ct</e>
        <e type="operand">1</e>
        <e type="operator" args="2">:</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operand">n</e>
        <e type="function" preserve="true" args="2">range</e>
        <e type="operand">PD</e>
        <e type="operand">ct</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="function" args="2">f</e>
        <e type="bracket">(</e>
        <e type="operand">β</e>
        <e type="operand">ct</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="function" preserve="true" args="2">diff</e>
        <e type="operator" args="2">:</e>
        <e type="operand" style="string">stack f(x,β) &amp; PD </e>
        <e type="operand">V</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">x</e>
        <e type="operand">β</e>
        <e type="function" args="2">f</e>
        <e type="operator" args="2">:</e>
        <e type="operand">V</e>
        <e type="operand">i</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operand">PD</e>
        <e type="operand">i</e>
        <e type="function" preserve="true" args="2">el</e>
        <e type="operator" args="2">:</e>
        <e type="operand">2</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="4">line</e>
        <e type="operand">ct</e>
        <e type="operand">ct</e>
        <e type="operand">1</e>
        <e type="operator" args="2">+</e>
        <e type="operator" args="2">:</e>
        <e type="operand">4</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="6">line</e>
        <e type="function" preserve="true" args="3">for</e>
        <e type="operand">V</e>
        <e type="operand">3</e>
        <e type="operand">1</e>
        <e type="function" preserve="true" args="5">line</e>
        <e type="operator" args="2">:</e>
      </input>
    </math>
  </region>
</regions>