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  <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 Laplace Transforms</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/">2.11</md:version>
  <md:created xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2001/06/19</md:created>
  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2003/07/09 14:05:19.358 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="richb">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Richard</md:firstname>
      <md:othername xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">G.</md:othername>
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Baraniuk</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">richb@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="jrom">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Justin</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Romberg</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">jrom@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="richb">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Richard</md:firstname>
      <md:othername xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">G.</md:othername>
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Baraniuk</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">richb@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="mjhaag">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Michael</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Haag</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mjhaag@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="mariyah">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Mariyah</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Poonawala</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mariyah@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="prash">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Prashant</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Singh</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">prash@ece.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/">continuous time</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">laplace transform</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Describes Laplace transforms.</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="para1">
      The Laplace transform is a generalization of 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/" strength="5" document="m10098">Continuous-Time Fourier
      Transform</cnxn>.  However, instead of using <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/" strength="5" document="m10784">complex sinusoids</cnxn> of the form
      <m:math>
	<m:apply>
	  <m:exp/>
	  <m:apply>
	    <m:times/>
	    <m:imaginaryi/>
	    <m:ci>ω</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	</m:apply>
      </m:math>,
      as the CTFT does, the Laplace transform uses the more general, 
      <m:math>
	<m:apply>
	  <m:exp/>
	  <m:apply>
	    <m:times/>
	    <m:ci>s</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	</m:apply>
      </m:math>,
      where
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>s</m:ci>
	  <m:apply>
	    <m:plus/>
	    <m:ci>σ</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:imaginaryi/>
	      <m:ci>ω</m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>.
    </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="para2">
      Although Laplace transforms are rarely solved using integration
      (<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/" strength="5" document="m10111">tables</cnxn> and
      computers (<foreign xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">e.g.</foreign> Matlab) are much more
      common), we will provide 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/">bilateral Laplace transform
      pair</term> here.  These define the forward and inverse Laplace
      transformations.  Notice the similarities between the forward
      and inverse transforms.  This will give rise to many of the same
      symmetries found 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/" strength="5" document="m10096">Fourier
      analysis</cnxn>.

      <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="eqn1">
	<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/">Laplace Transform</name>
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">F</m:ci>
	      <m:ci>s</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:int/>
	      <m:bvar>
		<m:ci>t</m:ci>
	      </m:bvar>
	      <m:lowlimit>
		<m:apply>
		  <m:minus/>
		  <m:infinity/>
		</m:apply>
	      </m:lowlimit>
	      <m:uplimit>
		<m:infinity/>
	      </m:uplimit>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn">f</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:ci>s</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>

      <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="eqn2">
	<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/">Inverse Laplace Transform</name>
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">f</m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:imaginaryi/>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:int/>
		<m:bvar>
		  <m:ci>s</m:ci>
		</m:bvar>
		<m:lowlimit>
		  <m:apply>
		    <m:minus/>
		    <m:ci>c</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:infinity/>
		    </m:apply>
		  </m:apply>
		</m:lowlimit>
		<m:uplimit>
		  <m:apply>
		    <m:plus/>
		    <m:ci>c</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:infinity/>
		    </m:apply>
		  </m:apply>
		</m:uplimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn">F</m:ci>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:ci>s</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
    </para>

    <section 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="sect1">
      <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/">Finding the Laplace and Inverse Laplace Transforms</name>
      <section 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="sect1a">
	<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/">Solving the Integral</name>
	<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="para3">
	  Probably the most difficult and least used method for
	  finding the Laplace transform of a signal is solving the
	  integral.  Although it is technically possible, it is
	  extremely time consuming.  Given how easy the next two
	  methods are for finding it, we will not provide any more
	  than this.  The integrals are primarily there in order to
	  understand where the following methods originate from.
	</para>
      </section>

      <section 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="sect1b">
	<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/">Using a Computer</name>
	<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="para4">
	  Using a computer to find Laplace transforms is relatively
	  painless.  Matlab has two functions,
	  <code xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">laplace</code> and
	  <code xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">ilaplace</code>, that are both part of the
	  symbolic toolbox, and will find the Laplace and inverse
	  Laplace transforms respectively.  This method is generally
	  preferred for more complicated functions.  Simpler and more
	  contrived functions are usually found easily enough by <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/" strength="5" target="sect1c">using tables</cnxn>.
	</para>
      </section>

      <section 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="sect1c">
	<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/">Using Tables</name>
	<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="para5">
	  When first learning about the Laplace transform, tables are
	  the most common means for finding it.  With enough practice,
	  the tables themselves may become unnecessary, as the common
	  transforms can become second nature.  For the purpose of
	  this section, we will focus on the inverse Laplace
	  transform, since most design applications will begin in the
	  Laplace domain and give rise to a result in the time domain.
	  The method is as follows:

	  <list 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="list1" type="enumerated">
	    <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
	      Write the function you wish to transform,
	      <m:math>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:ci>s</m:ci>
		</m:apply>
	      </m:math>,
	      as a sum of other functions,
	      <m:math>
		<m:apply>
		  <m:eq/>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:sum/>
		    <m:bvar>
		      <m:ci>i</m:ci>
		    </m:bvar>
		    <m:lowlimit>
		      <m:cn>1</m:cn>
		    </m:lowlimit>
		    <m:uplimit>
		      <m:ci>m</m:ci>
		    </m:uplimit>
		    <m:apply>
		      <m:ci type="fn"><m:msub>
			  <m:mi>H</m:mi>
			  <m:mi>i</m:mi>
			</m:msub></m:ci>
		      <m:ci>s</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:math>
	      where each of the 
	      <m:math>
		<m:ci><m:msub>
		    <m:mi>H</m:mi>
		    <m:mi>i</m:mi>
		  </m:msub></m:ci>
	      </m:math>
	      is known from a <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/" strength="5" document="m10111">table</cnxn>.
	    </item>

	    <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
	      Invert each
	      <m:math>
		<m:apply>
		  <m:ci type="fn"><m:msub>
		      <m:mi>H</m:mi>
		      <m:mi>i</m:mi>
		    </m:msub></m:ci>
		  <m:ci>s</m:ci>
		</m:apply>
	      </m:math>
	      to get its
	      <m:math>
		<m:apply>
		  <m:ci type="fn"><m:msub>
		      <m:mi>h</m:mi>
		      <m:mi>i</m:mi>
		    </m:msub></m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:math>.
	    </item>

	    <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
	      Sum up the
	      <m:math>
		<m:apply>
		  <m:ci type="fn"><m:msub>
		      <m:mi>h</m:mi>
		      <m:mi>i</m:mi>
		    </m:msub></m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:math>
	      to get
	      <m:math>
		<m:apply>
		  <m:eq/>
		  <m:apply>
		    <m:ci type="fn">h</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:sum/>
		    <m:bvar>
		      <m:ci>i</m:ci>
		    </m:bvar>
		    <m:lowlimit>
		      <m:cn>1</m:cn>
		    </m:lowlimit>
		    <m:uplimit>
		      <m:ci>m</m:ci>
		    </m:uplimit>
		    <m:apply>
		      <m:ci type="fn"><m:msub>
			  <m:mi>h</m:mi>
			  <m:mi>i</m:mi>
			</m:msub></m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:math>
	    </item>
	  </list>
	</para>

	<example 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="exa1">
	  <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="para6">
	    Compute
	    <m:math>
	      <m:apply>
		<m:ci type="fn">h</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:math>
	    for
	    <m:math>
	      <m:apply>
		<m:forall/>
		<m:bvar><m:ci>s</m:ci></m:bvar>
		<m:condition>
		  <m:apply>
		    <m:gt/>
		    <m:apply>
		      <m:real/>
		      <m:ci>s</m:ci>
		    </m:apply>
		    <m:cn>-5</m:cn>
		  </m:apply>
		</m:condition>
		<m:apply>
		  <m:eq/>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:divide/>
		    <m:cn>1</m:cn>
		    <m:apply>
		      <m:plus/>
		      <m:ci>s</m:ci>
		      <m:cn>5</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </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="para7">
	    This can be solved directly 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/" strength="5" document="m10111">table</cnxn> to be
	    <m:math>
	      <m:apply>
		<m:eq/>
		<m:apply>
		  <m:ci type="fn">h</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:cn>5</m:cn>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </para>
	</example>

	<example 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="exa2">
	  <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="para8">
	    Find the time domain representation,
	    <m:math>
	      <m:apply>
		<m:ci type="fn">h</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:math>,
	    of
	    <m:math>
	      <m:apply>
		<m:forall/>
		<m:bvar><m:ci>s</m:ci></m:bvar>
		<m:condition>
		  <m:apply>
		    <m:gt/>
		    <m:apply>
		      <m:real/>
		      <m:ci>s</m:ci>
		    </m:apply>
		    <m:cn>-10</m:cn>
		  </m:apply>
		</m:condition>
		<m:apply>
		  <m:eq/>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:divide/>
		    <m:cn>25</m:cn>
		    <m:apply>
		      <m:plus/>
		      <m:ci>s</m:ci>
		      <m:cn>10</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math> 
	  </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="para9">
	    To solve this, we first notice that
	    <m:math>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	    </m:math>
	    can also be written as
	    <m:math>
	      <m:apply>
		<m:times/>
		<m:cn>25</m:cn>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:plus/>
		    <m:ci>s</m:ci>
		    <m:cn>10</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>.  We can then go to 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/" strength="5" document="m10111">table</cnxn> to find
	    <m:math>
	      <m:apply>
		<m:eq/>
		<m:apply>
		  <m:ci type="fn">h</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:cn>25</m:cn>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:cn>10</m:cn>
			<m:ci>t</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </para>
	</example>

	<example 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="exa3">
	  <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="para10">
	    We can now extend the two previous examples by finding
	    <m:math>
	      <m:apply>
		<m:ci type="fn">h</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:math>
	    for
	    <m:math>
	      <m:apply>
		<m:forall/>
		<m:bvar><m:ci>s</m:ci></m:bvar>
		<m:condition>
		  <m:apply>
		    <m:gt/>
		    <m:apply>
		      <m:real/>
		      <m:ci>s</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:minus/>
		      <m:cn>5</m:cn>
		    </m:apply>
		  </m:apply>
		</m:condition>
		<m:apply>
		  <m:eq/>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:divide/>
		      <m:cn>1</m:cn>
		      <m:apply>
			<m:plus/>
			<m:ci>s</m:ci>
			<m:cn>5</m:cn>
		      </m:apply>
		    </m:apply>
		    <m:apply>
		      <m:divide/>
		      <m:cn>25</m:cn>
		      <m:apply>
			<m:plus/>
			<m:ci>s</m:ci>
			<m:cn>10</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </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="para11">
	    To do this, we take advantage of the additive property of
	    linearity and the three-step method described above to
	    yield the result
	    <m:math>
	      <m:apply>
		<m:eq/>
		<m:apply>
		  <m:ci type="fn">h</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:cn>5</m:cn>
			<m:ci>t</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:cn>25</m:cn>
		    <m:apply>
		      <m:exp/>
		      <m:apply>
			<m:minus/>
			<m:apply>
			  <m:times/>
			  <m:cn>10</m:cn>
			  <m:ci>t</m:ci>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </para>
	</example>

	<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="para12">
	  For more complicated examples, it may be more difficult to
	  break up the transfer function into parts that exist in a
	  table.  In this case, it is often necessary to use <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/" strength="5" document="m2111">partial fraction
	  expansion</cnxn> to get the transfer function into a more
	  usable form.
	</para>
      </section>
    </section>

    <section 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="sect2">
      <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/">Visualizing the Laplace Transform</name>
      <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="para13">
	With the Fourier transform, we had a <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/">complex-valued
	function</term> of a <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">purely imaginary
	variable</emphasis>,
	<m:math>
	  <m:apply>
	    <m:ci type="fn">F</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:imaginaryi/>
	      <m:ci>ω</m:ci>
	    </m:apply>
	  </m:apply>
	</m:math>.  This was something we could envision with two
	2-dimensional plots (real and imaginary parts or magnitude and
	phase).  However, with Laplace, we have a <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/">complex-valued
	function</term> of a <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">complex variable</emphasis>.
	In order to examine the magnitude and phase or real and
	imaginary parts of this function, we must examine
	3-dimensional surface plots of each component.
      </para>

      <figure 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="fig1" orient="horizontal">
	<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/">real and imaginary sample plots</name>
	<subfigure 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="fig1a">
	  <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/png" src="laplace1.png"/>
	  <caption 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 Real part of
	    <m:math>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	    </m:math>
	  </caption>
	</subfigure>
	<subfigure 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="fig1b">
	  <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/png" src="laplace2.png"/>
	  <caption 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 Imaginary part of
	    <m:math>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	    </m:math>
	  </caption>
	</subfigure>
	<caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
	  Real and imaginary parts of 
	  <m:math>
	    <m:apply>
	      <m:ci type="fn">H</m:ci>
	      <m:ci>s</m:ci>
	    </m:apply>
	  </m:math>
	  are now each 3-dimensional surfaces.
	</caption>
      </figure>

      <figure 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="fig2" orient="horizontal">
	<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/">magnitude and phase sample plots</name>
	<subfigure 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="fig2a">
	  <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/png" src="laplace3.png"/>
	  <caption 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 Magnitude of
	    <m:math>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	    </m:math>
	  </caption>
	</subfigure>
	<subfigure 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="fig2b">
	  <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/png" src="laplace4.png"/>
	  <caption 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 Phase of
	    <m:math>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	    </m:math>
	  </caption>
	</subfigure>
	<caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
	  Magnitude and phase of 
	  <m:math>
	    <m:apply>
	      <m:ci type="fn">H</m:ci>
	      <m:ci>s</m:ci>
	    </m:apply>
	  </m:math>
	  are also each 3-dimensional surfaces.  This representation
	  is more common than real and imaginary parts.
	</caption>
      </figure>

      <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="para14">
	While these are legitimate ways of looking at a signal in the
	Laplace domain, it is quite difficult to draw and/or analyze.
	For this reason, a simpler method has been developed.
	Although it will not be discussed in detail here, the method
	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/" strength="5" document="m10112">Poles and Zeros</cnxn>
	is much easier to understand and is the way both the Laplace
	transform and its discrete-time counterpart 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/" strength="5" document="m10549">Z-transform</cnxn> are
	represented graphically.
      </para>
    </section>

  </content>
</document>
