<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE document PUBLIC "-//CNX//DTD CNXML 0.5 plus MathML//EN" "http://cnx.rice.edu/cnxml/0.5/DTD/cnxml_mathml.dtd">
<document xmlns="http://cnx.rice.edu/cnxml" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="m10171"> 

  <name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">The Backward-Euler Method</name> 
  
  <metadata xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
  <md:version xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2.5</md:version>
  <md:created xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2001/07/06</md:created>
  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2002/07/12 00:00:00.005 GMT-5</md:revised>
  <md:authorlist xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
      <md:author xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="rainking">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Doug</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Daniels</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">rainking@alumni.rice.edu</md:email>
    </md:author>
      <md:author xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="cox">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Steven</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Cox</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">cox@rice.edu</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="rainking">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Doug</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Daniels</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">rainking@alumni.rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="cox">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Steven</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Cox</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">cox@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="jgrab">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Jacob</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Grabczewski</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">jgrab@owlnet.rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">backward-euler method</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">This module examines the Backward-Euler method, which uses a finite difference quotient to approximate the solution of a time-dependent system of equations.  This module is a continuation of the nerve fiber example introduced in the dynamic Strang quartet module.</md:abstract>
</metadata>

  <content xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
    <para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="p1">
      Where in the <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10170" strength="7">Inverse Laplace
	Transform</cnxn> module we tackled the derivative in

      <equation xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="gode">
	<m:math display="block">
	  <m:apply><m:eq/>
	    <m:apply><m:diff/>
	      <m:ci type="vector">x</m:ci>
	    </m:apply>
	    <m:apply><m:plus/>
	      <m:apply><m:times/>
		<m:ci type="matrix">B</m:ci>
		<m:ci type="vector">x</m:ci>
	      </m:apply>
	      <m:ci type="vector">g</m:ci>
	    </m:apply>
	  </m:apply>
	  <m:mtext>,</m:mtext>
	  <!-- x' = Bx + g -->
	</m:math>
      </equation>

      via an integral transform we pursue in this section a much
      simpler strategy, namely, replace the derivative with a finite
      difference quotient. That is, one chooses a small

      <m:math display="inline">
	<m:mrow>
	  <m:mi>d</m:mi>
	  <m:mi>t</m:mi>
	</m:mrow>
      </m:math>
      <!-- dt -->
      and 'replaces' <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="gode" strength="5"/> with
      
      <equation xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="eqn6_14">
	<m:math display="block">
	  <m:apply><m:eq/>
	    <m:apply><m:divide/>
	      <m:apply><m:minus/>
		<m:apply>
		  <m:ci type="fn"><m:mover>
		      <m:mi>x</m:mi>
		      <m:mo>˜</m:mo>
		    </m:mover></m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn"><m:mover>
		      <m:mi>x</m:mi>
		      <m:mo>˜</m:mo>
		    </m:mover></m:ci> 
		  <m:apply><m:minus/>
		    <m:ci>t</m:ci>
		    <m:ci><m:mrow>
			<m:mi>d</m:mi>
			<m:mi>t</m:mi>
		      </m:mrow></m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:ci><m:mrow>
		  <m:mi>d</m:mi>
		  <m:mi>t</m:mi>
		</m:mrow></m:ci>
	    </m:apply>
	    <m:apply><m:plus/>
	      <m:apply><m:times/>
		<m:ci type="matrix">B</m:ci>
		<m:apply>
		  <m:ci type="fn"><m:mover>
		      <m:mi>x</m:mi>
		      <m:mo>˜</m:mo>
		    </m:mover></m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">g</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <m:mtext>.</m:mtext>
	  <!-- ( x(t) - x(t - dt) ) / dt = Bx(t) + g(t) -->
	</m:math>
      </equation>

      The utility of <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn6_14" strength="5"/> is that it
      gives a means of solving for

      <m:math display="inline">
	<m:ci type="fn"><m:mover>
	    <m:mi>x</m:mi>
	    <m:mo>˜</m:mo>
	  </m:mover></m:ci>
	<!-- x~ -->
      </m:math>

      at the present time, <m:math><m:ci>t</m:ci></m:math>, from the
      knowledge of
      
      <m:math display="inline">
	<m:ci type="fn"><m:mover>
	    <m:mi>x</m:mi>
	    <m:mo>˜</m:mo>
	  </m:mover></m:ci>
	<!-- x~ -->
      </m:math>
      
      in the immediate past,

      <m:math display="inline">
	<m:apply><m:minus/>
	  <m:ci>t</m:ci>
	  <m:ci><m:mrow>
	      <m:mi>d</m:mi>
	      <m:mi>t</m:mi>
	    </m:mrow></m:ci>
	</m:apply>
	<!-- t - dt -->
      </m:math>. 

      For example, as 

      <m:math display="inline">
	<m:apply><m:eq/>
	  <m:apply>
	    <m:ci type="fn"><m:mover>
		<m:mi>x</m:mi>
		<m:mo>˜</m:mo>
	      </m:mover></m:ci>
	    <m:cn>0</m:cn>
	  </m:apply>
	  <m:apply>
	    <m:ci type="fn">x</m:ci>
	    <m:cn>0</m:cn>
	  </m:apply>
	</m:apply>
	<!-- x~(0) = x(0) -->
      </m:math>

      is supposed known we write <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn6_14" strength="5"/>
      as

      <m:math display="block">
	<m:apply><m:eq/>
	  <m:apply><m:times/>
	    <m:apply><m:minus/>
	      <m:apply><m:divide/>
		<m:ci type="matrix">I</m:ci>
		<m:ci><m:mrow>
		    <m:mi>d</m:mi>
		    <m:mi>t</m:mi>
		  </m:mrow></m:ci>
	      </m:apply>
	      <m:ci type="matrix">B</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn"><m:mover>
		  <m:mi>x</m:mi>
		  <m:mo>˜</m:mo>
		</m:mover></m:ci>
	      <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	    </m:apply>
	  </m:apply>
	  <m:apply><m:plus/>
	    <m:apply><m:divide/>
	      <m:apply>
		<m:ci type="fn">x</m:ci>
		<m:cn>0</m:cn>
	      </m:apply>
	      <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">g</m:ci>
	      <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
	<m:mtext>.</m:mtext>
	<!-- ( I/dt - B ) * x~(dt) = x(0)/dt + g(dt) -->
      </m:math>

      Solving this for 

      <m:math display="inline">
	<m:apply>
	  <m:ci type="fn"><m:mover>
	      <m:mi>x</m:mi>
	      <m:mo>˜</m:mo>
	    </m:mover></m:ci>
	  <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	</m:apply>
	<!-- x~(dt) -->
      </m:math>

      we return to <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn6_14" strength="6"/> and find

      <m:math display="block">
	<m:apply><m:eq/>
	  <m:apply><m:times/>
	    <m:apply><m:minus/>
	      <m:apply><m:divide/>
		<m:ci type="matrix">I</m:ci>
		<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	      </m:apply>
	      <m:ci type="matrix">B</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn"><m:mover>
		  <m:mi>x</m:mi>
		  <m:mo>˜</m:mo>
		</m:mover></m:ci>
	      <m:apply><m:times/>
		<m:cn>2</m:cn>
		<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <m:apply><m:plus/>
	    <m:apply><m:divide/>
	      <m:apply>
		<m:ci type="fn">x</m:ci>
		<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	      </m:apply>
	      <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">g</m:ci>
	      <m:apply><m:times/>
		<m:cn>2</m:cn>
		<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
	<m:mtext>.</m:mtext>
	<!-- ( I/dt - B ) * x~(2dt) = x(dt)/dt + g(2dt) -->
      </m:math>
      
      and solve for 

      <m:math display="inline">
	<m:apply>
	  <m:ci type="fn"><m:mover>
	      <m:mi>x</m:mi>
	      <m:mo>˜</m:mo>
	    </m:mover></m:ci>
	  <m:apply><m:times/>
	    <m:cn>2</m:cn>
	    <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	  </m:apply>
	</m:apply>
	<!-- x~(2dt) -->
      </m:math>.

      The general step from past to present,

      <equation xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="eqn6_15">
	<m:math display="block">
	  <m:apply><m:eq/>
	    <m:apply>
	      <m:ci type="fn"><m:mover>
		  <m:mi>x</m:mi>
		  <m:mo>˜</m:mo>
		</m:mover></m:ci>
	      <m:apply><m:times/>
		<m:ci>j</m:ci>
		<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply><m:times/>
	      <m:apply><m:inverse/>
		<m:apply><m:minus/>
		  <m:apply><m:divide/>
		    <m:ci type="matrix">I</m:ci>
		    <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
		  </m:apply>
		  <m:ci type="matrix">B</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply><m:plus/>
		<m:apply><m:divide/>
		  <m:apply>
		    <m:ci type="fn"><m:mover>
			<m:mi>x</m:mi>
			<m:mo>˜</m:mo>
		      </m:mover></m:ci>
		    <m:apply><m:times/>
		      <m:apply><m:minus/>
			<m:ci>j</m:ci>
			<m:cn>1</m:cn>
		      </m:apply>
		      <m:ci><m:mrow>
			  <m:mi>d</m:mi>
			  <m:mi>t</m:mi>
			</m:mrow></m:ci>
		    </m:apply>
		  </m:apply>
		  <m:ci><m:mrow>
		      <m:mi>d</m:mi>
		      <m:mi>t</m:mi>
		    </m:mrow></m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">g</m:ci>
		  <m:apply><m:times/>
		    <m:ci>j</m:ci>
		    <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <!-- x~(jdt) = ( I/dt - B )^(-1) * ( x~( j - 1 )dt  / dt + g( jdt ) ) -->
	</m:math>
      </equation>
      
      is repeated until some desired final time, 

      <m:math display="inline">
	<m:apply><m:times/>
	  <m:ci>T</m:ci>
	  <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	</m:apply>
	<!-- Tdt -->
      </m:math>,

      is reached.  This equation has been implemented in 
      <link xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="http://www.caam.rice.edu/~caam335/cox/lectures/fib3.m">fib3.m</link>
      with 

      <m:math display="inline">
	<m:apply><m:eq/>
	  <m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	  <m:cn>1</m:cn>
	</m:apply>
      </m:math>
      and <m:math display="inline"><m:ci type="matrix">B</m:ci></m:math> and <m:math display="inline"><m:ci>g</m:ci></m:math> as in <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10168" target="eqn6_4" strength="5">the dynamic Strang
      module</cnxn>.  The resulting
      
      <m:math display="inline">
	<m:ci type="fn"><m:mover>
	    <m:mi>x</m:mi>
	    <m:mo>˜</m:mo>
	  </m:mover></m:ci>
	<!-- x~ -->
      </m:math>

      ( run <link xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="http://www.caam.rice.edu/~caam335/cox/lectures/fib3.m">fib3.m</link>
      yourself!) is indistinguishable from the <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="three_potentials" document="m10170" strength="9">plot we
      obtained</cnxn> in the Inverse Laplace module.
    </para>

    <para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="p2">
      Comparing the two representations, <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10170" target="eqn6_12" strength="9">this equation</cnxn> and <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn6_15" strength="9"/>, we see that they both produce
      the solution to the general linear system of ordinary equations,
      <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10168" target="eqn6_3" strength="8">see this
      eqn</cnxn>, by simply inverting a shifted copy of <m:math display="inline"><m:ci type="matrix">B</m:ci></m:math>.  The
      former representation is hard but exact while the latter is easy
      but approximate.  Of course we should expect the approximate
      solution,
      <m:math display="inline">
	<m:ci type="fn"><m:mover>
	    <m:mi>x</m:mi>
	    <m:mo>˜</m:mo>
	  </m:mover></m:ci>
	<!-- x~ -->
      </m:math>
      , to approach the exact solution,
      <m:math><m:ci>x</m:ci></m:math>, as the time step,
      <m:math display="inline">
	<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
      </m:math>
      , approaches zero.  To see this let us return to <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn6_15" strength="9"/> and assume, for now, that
      <m:math>
	<m:apply>
	  <m:equivalent/>
	  <m:ci>g</m:ci>
	  <m:cn>0</m:cn>
	</m:apply>
      </m:math>
      .  In this case, one can reverse the above steps and arrive at
      the representation
      <equation xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="eqn6_16">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn"><m:mover>
		  <m:mi>x</m:mi>
		  <m:mo>˜</m:mo>
		</m:mover></m:ci>
	      <m:apply><m:times/>
		<m:ci>j</m:ci>
		<m:ci><m:mrow><m:mi>d</m:mi><m:mi>t</m:mi></m:mrow></m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply><m:times/>
	      <m:apply>
		<m:power/>
		<m:apply><m:inverse/>
		  <m:apply><m:minus/>
		    <m:ci type="matrix">I</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:mrow>
			  <m:mi>d</m:mi><m:mi>t</m:mi>
			</m:mrow></m:ci>
		      <m:ci type="matrix">B</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:ci>j</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">x</m:ci>
		<m:cn>0</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
      Now, for a fixed time <m:math><m:ci>t</m:ci></m:math> we suppose
      that <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci><m:mrow>
	      <m:mi>d</m:mi><m:mi>t</m:mi>
	    </m:mrow></m:ci>
	  <m:apply>
	    <m:divide/>
	    <m:ci>t</m:ci>
	    <m:ci>j</m:ci>
	  </m:apply>
	</m:apply>
      </m:math>
      and ask whether
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">x</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:limit/>
	    <m:bvar>
	      <m:ci>j</m:ci>
	    </m:bvar>
	    <m:lowlimit>
	      <m:infinity/>
	    </m:lowlimit>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:power/>
		<m:apply><m:inverse/>
		  <m:apply><m:minus/>
		    <m:ci type="matrix">I</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:apply>
			<m:divide/>
			<m:ci>t</m:ci>
			<m:ci>j</m:ci>
		      </m:apply>
		      <m:ci type="matrix">B</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:ci>j</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">x</m:ci>
		<m:cn>0</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      This limit, at least when <m:math display="inline"><m:ci type="matrix">B</m:ci></m:math> is one-by-one, yields the
      exponential
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">x</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:exp/>
	      <m:apply>
		<m:times/>
		<m:ci type="matrix">B</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">x</m:ci>
	      <m:cn>0</m:cn>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      clearly the correct solution to <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10168" target="eqn6_3" strength="9">this equation</cnxn>.  A careful
      explication of the <term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">matrix exponential</term> and its
      relationship to <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10170" target="eqn6_12" strength="9">this equation</cnxn> will have to wait until we
      have mastered the inverse laplace transform.
    </para>

  </content>
</document>
