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authorHarpreet2015-12-11 12:51:00 +0530
committerHarpreet2015-12-11 12:51:00 +0530
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+<?xml version="1.0" encoding="UTF-8"?>
+
+<!--
+ *
+ * This help file was generated from lsqnonneg.sci using help_from_sci().
+ *
+ -->
+
+<refentry version="5.0-subset Scilab" xml:id="lsqnonneg" xml:lang="en"
+ xmlns="http://docbook.org/ns/docbook"
+ xmlns:xlink="http://www.w3.org/1999/xlink"
+ xmlns:svg="http://www.w3.org/2000/svg"
+ xmlns:ns3="http://www.w3.org/1999/xhtml"
+ xmlns:mml="http://www.w3.org/1998/Math/MathML"
+ xmlns:scilab="http://www.scilab.org"
+ xmlns:db="http://docbook.org/ns/docbook">
+
+ <refnamediv>
+ <refname>lsqnonneg</refname>
+ <refpurpose>Solves nonnegative least-squares curve fitting problems.</refpurpose>
+ </refnamediv>
+
+
+<refsynopsisdiv>
+ <title>Calling Sequence</title>
+ <synopsis>
+ x = lsqnonneg(C,d)
+ x = lsqnonneg(C,d,param)
+ [xopt,resnorm,residual,exitflag,output,lambda] = lsqnonneg( ... )
+
+ </synopsis>
+</refsynopsisdiv>
+
+<refsection>
+ <title>Parameters</title>
+ <variablelist>
+ <varlistentry><term>C :</term>
+ <listitem><para> a matrix of doubles, represents the multiplier of the solution x in the expression C*x - d. C is M-by-N, where M is the number of equations, and N is the number of elements of x.</para></listitem></varlistentry>
+ <varlistentry><term>d :</term>
+ <listitem><para> a vector of doubles, represents the additive constant term in the expression C*x - d. d is M-by-1, where M is the number of equations.</para></listitem></varlistentry>
+ <varlistentry><term>xopt :</term>
+ <listitem><para> a vector of doubles, the computed solution of the optimization problem.</para></listitem></varlistentry>
+ <varlistentry><term>resnorm :</term>
+ <listitem><para> a double, objective value returned as the scalar value norm(C*x-d)^2.</para></listitem></varlistentry>
+ <varlistentry><term>residual :</term>
+ <listitem><para> a vector of doubles, solution residuals returned as the vector C*x-d.</para></listitem></varlistentry>
+ <varlistentry><term>exitflag :</term>
+ <listitem><para> Integer identifying the reason the algorithm terminated.</para></listitem></varlistentry>
+ <varlistentry><term>output :</term>
+ <listitem><para> Structure containing information about the optimization.</para></listitem></varlistentry>
+ <varlistentry><term>lambda :</term>
+ <listitem><para> Structure containing the Lagrange multipliers at the solution x (separated by constraint type).</para></listitem></varlistentry>
+ </variablelist>
+</refsection>
+
+<refsection>
+ <title>Description</title>
+ <para>
+Solves nonnegative least-squares curve fitting problems specified by :
+ </para>
+ <para>
+<latex>
+\begin{eqnarray}
+&amp;\mbox{min}_{x}
+&amp; 1/2||C*x - d||_2^2 \\
+&amp; &amp; x \geq 0 \\
+\end{eqnarray}
+</latex>
+ </para>
+ <para>
+We are calling IPOpt for solving the nonnegative least-squares curve fitting problems, IPOpt is a library written in C++. The code has been written by ​Andreas Wächter and ​Carl Laird.
+ </para>
+ <para>
+</para>
+</refsection>
+
+<refsection>
+ <title>Examples</title>
+ <programlisting role="example"><![CDATA[
+A basic lsqnonneg problem
+C = [
+0.0372 0.2869
+0.6861 0.7071
+0.6233 0.6245
+0.6344 0.6170];
+d = [
+0.8587
+0.1781
+0.0747
+0.8405];
+[xopt,resnorm,residual,exitflag,output,lambda] = lsqnonneg(C,d)
+
+ ]]></programlisting>
+</refsection>
+
+<refsection>
+ <title>Authors</title>
+ <simplelist type="vert">
+ <member>Harpreet Singh</member>
+ </simplelist>
+</refsection>
+</refentry>