<?xml version="1.0" encoding="utf-8"?>
<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/" xmlns:q="http://cnx.rice.edu/qml/1.0" id="m0004" module-id="" cnxml-version="0.6">

  <title>Elemental Signals</title>

  <metadata xmlns:md="http://cnx.rice.edu/mdml/0.4">
  <!-- WARNING! The 'metadata' section is read only. Do not edit below.
       Changes to the metadata section in the source will not be saved. -->
  <md:content-id>m0004</md:content-id>
  <md:title>Elemental Signals</md:title>
  <md:version>2.28</md:version>
  <md:created>2000/06/22</md:created>
  <md:revised>2009/06/04 11:19:42.327 GMT-5</md:revised>
  <md:authorlist>
    <md:author id="dhj">
        <md:firstname>Don</md:firstname>
        <md:surname>Johnson</md:surname>
        <md:fullname>Don Johnson</md:fullname>
        <md:email>dhj@rice.edu</md:email>
    </md:author>
  </md:authorlist>
  <md:maintainerlist>
    <md:maintainer id="dhj">
        <md:firstname>Don</md:firstname>
        <md:surname>Johnson</md:surname>
        <md:fullname>Don Johnson</md:fullname>
        <md:email>dhj@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="rha">
        <md:firstname>Roy</md:firstname>
        <md:surname>Ha</md:surname>
        <md:fullname>Roy Ha</md:fullname>
        <md:email>rha@alumni.rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="bfite">
        <md:firstname>Benjamin</md:firstname>
        <md:surname>Fite</md:surname>
        <md:fullname>Benjamin Fite</md:fullname>
        <md:email>bfite@rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  <md:license href="http://creativecommons.org/licenses/by/1.0"/>
  <md:licensorlist>
    <md:licensor id="dhj">
        <md:firstname>Don</md:firstname>
        <md:surname>Johnson</md:surname>
        <md:fullname>Don Johnson</md:fullname>
        <md:email>dhj@rice.edu</md:email>
    </md:licensor>
  </md:licensorlist>
  <md:keywordlist>
    <md:keyword>Ampere</md:keyword>
    <md:keyword>amplitude</md:keyword>
    <md:keyword>complex exponential</md:keyword>
    <md:keyword>component</md:keyword>
    <md:keyword>elemental signals</md:keyword>
    <md:keyword>Euler</md:keyword>
    <md:keyword>Euler's relation</md:keyword>
    <md:keyword>frequency</md:keyword>
    <md:keyword>i</md:keyword>
    <md:keyword>imaginary</md:keyword>
    <md:keyword>j</md:keyword>
    <md:keyword>phase</md:keyword>
    <md:keyword>phasor</md:keyword>
    <md:keyword>pulse</md:keyword>
    <md:keyword>real</md:keyword>
    <md:keyword>sine</md:keyword>
    <md:keyword>sinusoid</md:keyword>
    <md:keyword>square wave</md:keyword>
    <md:keyword>Steinmetz</md:keyword>
    <md:keyword>time constant</md:keyword>
    <md:keyword>unit step</md:keyword>
  </md:keywordlist>
  <md:subjectlist>
    <md:subject>Science and Technology</md:subject>
  </md:subjectlist>
  <md:abstract>Complex signals can be built from elemental signals, including the complex
exponential, unit step, pulse, etc. This module presents the elemental signals
in brief.
</md:abstract>
  <md:language>en</md:language>
  <!-- WARNING! The 'metadata' section is read only. Do not edit above.
       Changes to the metadata section in the source will not be saved. -->
</metadata>

<content>
    <para id="para1">
      <emphasis>Elemental signals are the building blocks with which
	we build complicated signals.</emphasis> By definition,
	elemental signals have a simple structure.  Exactly what we
	mean by the "structure of a signal" will unfold in this
	section of the course.  Signals are nothing more than
	functions defined with respect to some independent variable,
	which we take to be time for the most part.  Very interesting
	signals are not functions solely of time; one great example of
	which is an image.  For it, the independent variables are
	<m:math><m:ci>x</m:ci></m:math> and
	<m:math><m:ci>y</m:ci></m:math> (two-dimensional space).
	Video signals are functions of three variables: two spatial
	dimensions and time.  Fortunately, most of the ideas underlying modern
	signal theory can be exemplified with one-dimensional signals.
    </para>

    <section id="sec1">
      <title>Sinusoids</title>
      <para id="para2">
	Perhaps the most common real-valued signal is the sinusoid.  
	<equation id="eq1">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">s</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>	      
	      <m:apply>
		<m:times/>
		<m:ci>A</m:ci>
		<m:apply>
		  <m:cos/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>
			<m:msub>
			  <m:mi>f</m:mi>
			  <m:mn>0</m:mn>
			</m:msub>
		      </m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		    <m:ci>φ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation> For this signal,
	<m:math>
	  <m:ci>A</m:ci>
	</m:math> is its amplitude, 
	<m:math>
	  <m:ci><m:msub><m:mi>f</m:mi><m:mn>0</m:mn></m:msub></m:ci>
	</m:math> its frequency, and 
	<m:math>
	  <m:ci>φ</m:ci>
	</m:math> its phase.
      </para>
    </section>

    <section id="sec2">
      <title>Complex Exponentials</title>
      <para id="para3">The most important signal is complex-valued, the complex
	exponential.
	<equation id="eq2">
	  <m:math>
	    <m:apply><m:eq/>
          <m:apply><m:ci type="fn">s</m:ci><m:ci>t</m:ci></m:apply>
          <m:apply><m:times/>
		    <m:ci>A</m:ci>
		    <m:apply><m:exp/>
		      <m:apply><m:times/>
		        <m:imaginaryi/>
		        <m:apply><m:plus/>
		          <m:apply><m:times/>
			        <m:cn>2</m:cn>
			        <m:pi/>
			        <m:ci><m:msub><m:mi>f</m:mi><m:mn>0</m:mn></m:msub></m:ci>
			        <m:ci>t</m:ci>
		          </m:apply>
		          <m:ci>φ</m:ci>
		        </m:apply>
		      </m:apply>
		    </m:apply>
          </m:apply>
          <m:apply><m:times/>
		<m:ci>A</m:ci>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>φ</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		    <m:ci>
		      <m:msub>
			<m:mi>f</m:mi>
			<m:mn>0</m:mn>
		      </m:msub>
		    </m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
              </m:apply>
	    </m:apply>
	  </m:math>
	</equation>

	Here, <m:math><m:imaginaryi/></m:math> denotes
	<m:math>
	  <m:apply>
	    <m:root/>
	    <m:cn>-1</m:cn>
	  </m:apply>
	</m:math>.
	<m:math>
	  <m:apply> 
	    <m:times/>
            <m:ci>A</m:ci>
            <m:apply>
              <m:exp/>
	      <m:apply>
		<m:times/>
		<m:imaginaryi/>
		<m:ci>φ</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math> 

	is known as the signal's <term>complex amplitude</term>.
        Considering the complex amplitude as a complex number
	in polar form, its magnitude is the amplitude
	<m:math><m:ci>A</m:ci></m:math> and its angle the signal
	phase. The complex amplitude is also known as a
	<term>phasor</term>. The complex exponential cannot be further
	decomposed into more elemental signals, and is the
	<emphasis>most important signal in electrical
	engineering</emphasis>!  Mathematical manipulations at first
	appear to be more difficult because complex-valued numbers are
	introduced. In fact, early in the twentieth century,
	mathematicians thought engineers would not be sufficiently
	sophisticated to handle complex exponentials even though they
	greatly simplified solving circuit problems.

	<link url="http://www.invent.org/hall_of_fame/139.html">
	  Steinmetz
	</link>
	introduced complex exponentials to electrical engineering, and
	demonstrated that "mere" engineers could use them to good
	effect and even obtain right answers!  See <link document="m0081" strength="2">Complex Numbers</link> for a
	review of complex numbers and complex arithmetic.
      </para>

      <para id="para4">
	The complex exponential defines the notion of frequency: it is
	the <emphasis>only</emphasis> signal that contains only one
	frequency component.  The sinusoid consists of two frequency
	components: one at the frequency 
	<m:math>
	  <m:apply>
	    <m:plus/>
	    <m:ci><m:msub><m:mi>f</m:mi><m:mn>0</m:mn></m:msub></m:ci>
	  </m:apply>
	</m:math> 
	and the other at 
	<m:math>
	  <m:apply>
	    <m:minus/>
	    <m:ci><m:msub><m:mi>f</m:mi><m:mn>0</m:mn></m:msub></m:ci>
	  </m:apply>
	</m:math>.
	<note id="id9187966" type="Euler relation"><label>Euler relation</label>
	  This decomposition of the sinusoid can be traced to Euler's
	  relation.
	</note>

	<equation id="eq3">
	  <m:math>
	    <m:apply>
	      <m:eq/>	      
	      <m:apply>
		<m:cos/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>f</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
                      <m:apply>
                        <m:times/>
			<m:imaginaryi/>
			<m:cn>2</m:cn>
			<m:pi/>
			<m:ci>f</m:ci>
			<m:ci>t</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
	
	<equation id="eq4">
	  <m:math>
	    <m:apply>
	      <m:eq/>	      
	      <m:apply>
		<m:sin/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>f</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
  		      <m:apply>
		        <m:times/>
			<m:imaginaryi/>
			<m:cn>2</m:cn>
			<m:pi/>
			<m:ci>f</m:ci>
			<m:ci>t</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>		
		<m:apply>
		  <m:times/>
	          <m:cn>2</m:cn>
		  <m:imaginaryi/>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>

	<equation id="eq5">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:exp/>
		<m:apply>
		  <m:times/>
		  <m:imaginaryi/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>f</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>	      
	      <m:apply>
		<m:plus/>
		<m:apply>
		  <m:cos/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		    <m:ci>f</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:imaginaryi/>
		  <m:apply>
		    <m:sin/>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>

	<note id="id8502977" type="Decomposition"><label>Decomposition</label>
	  The complex exponential signal can thus be written in terms of
	  its real and imaginary parts using Euler's relation.  Thus,
	  sinusoidal signals can be expressed as either the real or the
	  imaginary part of a complex exponential signal, the choice
	  depending on whether cosine or sine phase is needed, or as the
	  sum of two complex exponentials.  These two decompositions are
	  mathematically equivalent to each other.
	</note>

	<equation id="eq6">
	  <m:math>
	    <m:apply>
	      <m:eq/>	      
	      <m:apply>
		<m:times/>
		<m:ci>A</m:ci>
		<m:apply>
		  <m:cos/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		    <m:ci>φ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:real/>
		<m:apply>
		  <m:times/>
		  <m:ci>A</m:ci>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:ci>φ</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>

	<equation id="eq11">
	  <m:math>
	    <m:apply>
	      <m:eq/>	      
	      <m:apply>
		<m:times/>
		<m:ci>A</m:ci>
		<m:apply>
		  <m:sin/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		    <m:ci>φ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:imaginary/>
		<m:apply>
		  <m:times/>
		  <m:ci>A</m:ci>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:ci>φ</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
      </para>

      <figure id="exprotate" orient="horizontal">
	<media id="id4727484" alt="">
          <image src="circle.png" mime-type="image/png"/>
          <image src="circle.eps" mime-type="application/postscript"/>
        </media>
	<caption>
	  Graphically, the complex exponential scribes a circle in the
	  complex plane as time evolves. Its real and imaginary parts
	  are sinusoids.  The rate at which the signal goes around the
	  circle is the frequency <m:math><m:ci>f</m:ci></m:math> and
	  the time taken to go around is the
	  <emphasis>period</emphasis> <m:math><m:ci>T</m:ci></m:math>.
	  A fundamental relationship is
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:ci>T</m:ci>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:ci>f</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>.
	</caption>
      </figure>

      <para id="para5">
	Using the complex plane, we can envision the complex
	exponential's temporal variations as seen in the above figure
	(<link target-id="exprotate" strength="3"/>).  The magnitude of
	the complex exponential is <m:math><m:ci>A</m:ci></m:math>,
	and the initial value of the complex exponential at
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:ci>t</m:ci>
	    <m:cn>0</m:cn>
	  </m:apply>
	</m:math> has an angle of <m:math><m:ci>φ</m:ci></m:math>.
	As time increases, the locus of points traced by the complex
	exponential is a circle (it has constant magnitude of
	<m:math><m:ci>A</m:ci></m:math>).  The number of times per
	second we go around the circle equals the frequency
	<m:math><m:ci>f</m:ci></m:math>.  The time taken for the
	complex exponential to go around the circle once is known as
	its <term>period</term> <m:math><m:ci>T</m:ci></m:math>, and
	equals
	<m:math>
	  <m:apply>
	    <m:divide/>
	    <m:cn>1</m:cn>
	    <m:ci>f</m:ci>
	  </m:apply>
	</m:math>.  The projections onto the real and imaginary axes
	of the rotating vector representing the complex exponential
	signal are the cosine and sine signal of Euler's relation
	(<link target-id="eq3" strength="3"/>).
      </para>
    </section>

    <section id="exponentialdef">
      <title>Real Exponentials</title>

      <para id="para6">
	As opposed to complex exponentials which oscillate,
        <link target-id="exp" strength="3">real exponentials</link> decay.  
	<equation id="eq8">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">s</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:exp/>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:divide/>
		    <m:ci>t</m:ci>
		    <m:ci>τ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
      </para>

      
      <figure id="exp" orient="horizontal">
	<media id="id3762848" alt="">
          <image src="exp.png" mime-type="image/png"/>
          <image src="exp.eps" mime-type="application/postscript"/>
        </media>
	<caption>The real exponential.</caption>
      </figure>

      
      <para id="para6.1">The quantity <m:math><m:ci>τ</m:ci></m:math> is known as
	the exponential's <term>time constant</term>, and corresponds
	to the time required for the exponential to decrease by a
	factor of
	<m:math>
	  <m:apply>
	    <m:divide/>
	    <m:cn>1</m:cn>
	    <m:exponentiale/>
	  </m:apply>
	</m:math>, which approximately equals
	<m:math><m:cn>0.368</m:cn></m:math>.
	<emphasis>
	  A decaying complex exponential is the product of a real and
	  a complex exponential.
	</emphasis>

        <equation id="eq9">
	  <m:math>
	    <m:apply>
	      <m:eq/>	      
              <m:apply>
                <m:ci type="fn">s</m:ci>
                <m:ci>t</m:ci>
              </m:apply>	      
              <m:apply>
                <m:times/>
		<m:ci>A</m:ci>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>φ</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:divide/>
		      <m:ci>t</m:ci>
		      <m:ci>τ</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		    <m:ci>f</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
              </m:apply> 	      
              <m:apply>
                <m:times/>
		<m:ci>A</m:ci>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>φ</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:plus/>
		      <m:apply>
			<m:minus/>
			<m:apply>
			  <m:divide/>
			  <m:cn>1</m:cn>
			  <m:ci>τ</m:ci>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:cn>2</m:cn>
			<m:pi/>
			<m:ci>f</m:ci>
		      </m:apply>
		    </m:apply>
	      	    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
              </m:apply>
	    </m:apply>
	  </m:math>
        </equation>

        In the complex plane, this signal corresponds to an
        exponential spiral. For such signals, we can define
        <term>complex frequency</term> as the quantity multiplying
        <m:math><m:ci>t</m:ci></m:math>.
      </para>      
    </section>

    
    <section id="stepdef">
      <title>Unit Step</title>
      <para id="para7">
	The <link target-id="step" strength="3">unit step function</link>
	is denoted by
	<m:math>
	  <m:apply>
	    <m:ci type="fn">u</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>    
	</m:math>, 
	and is defined to be 

	<equation id="eq10">
	  <m:math>
	    <m:apply>
	      <m:eq/>	      
              <m:apply>
                <m:ci type="fn">u</m:ci>
                <m:ci>t</m:ci>
              </m:apply>	      
              <m:piecewise>
                <m:piece>
                  <m:cn>0</m:cn>
                  <m:apply><m:lt/><m:ci>t</m:ci><m:cn>0</m:cn></m:apply>
                </m:piece>
                <m:piece>
                  <m:cn>1</m:cn>
                  <m:apply><m:gt/><m:ci>t</m:ci><m:cn>0</m:cn></m:apply>
                </m:piece>
              </m:piecewise>
	    </m:apply>
	  </m:math>
	</equation>

      </para>

      
      <figure id="step" orient="horizontal">
	<media id="id4861445" alt="">
          <image src="step.png" mime-type="image/png"/>
          <image src="step.eps" mime-type="application/postscript"/>
        </media>
	<caption>The unit step.</caption>
      </figure>
      
      <para id="para_new">
	<note id="id10437294" type="origin warning"><label>Origin warning</label>
	  This signal is discontinuous at the origin. Its value at the
	  origin need not be defined, and doesn't matter in signal
	  theory.  </note> This kind of signal is used to describe
	  signals that "turn on" suddenly. For example, to
	  mathematically represent turning on an oscillator, we can
	  write it as the product of a sinusoid and a step:
        <m:math>
          <m:apply>
            <m:eq/>
	    <m:apply>
	      <m:ci type="fn">s</m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:ci>A</m:ci>
	      <m:apply>
		<m:sin/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>f</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">u</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>.
      </para>
    </section>


    <section id="pulsedef">
      <title>Pulse</title>
      <para id="para8">
	The <link target-id="pulse" strength="3">unit pulse</link>
	describes turning a unit-amplitude signal on for a duration of
	<m:math><m:ci>Δ</m:ci></m:math> seconds, then turning it
	off.

	<equation id="eq12">
	  <m:math>
	    <m:apply>
	      <m:eq/>
              <m:apply>
                <m:ci type="fn">
                  <m:msub>
                    <m:mi>p</m:mi>
                    <m:mi>Δ</m:mi>
                  </m:msub>
                </m:ci>
                <m:ci>t</m:ci>
              </m:apply>
              <m:piecewise>
                <m:piece>
                  <m:cn>0</m:cn>
                  <m:apply>
		    <m:lt/>
		    <m:ci>t</m:ci>
		    <m:cn>0</m:cn>
		  </m:apply>
                </m:piece>
                <m:piece>
                  <m:cn>1</m:cn>
                  <m:apply>
                    <m:lt/>
		    <m:cn>0</m:cn>
		    <m:ci>t</m:ci>
		    <m:ci>Δ</m:ci>
                  </m:apply>
                </m:piece>
                <m:piece>
                  <m:cn>0</m:cn>
                  <m:apply>
		    <m:gt/>
		    <m:ci>t</m:ci>
		    <m:ci>Δ</m:ci>
		  </m:apply>
                </m:piece>
              </m:piecewise>
	    </m:apply>
	  </m:math>
	</equation>


      <figure id="pulse" orient="horizontal">
	<media id="id7912622" alt="">
          <image src="pulse.png" mime-type="image/png"/>
          <image src="pulse.eps" mime-type="application/postscript"/>
        </media>
	<caption>The pulse.</caption>
      </figure>

  We will find that this is the second most important signal in
  communications.
      </para>
    </section>


    <section id="squarewave">
      <title>Square Wave</title>
      <para id="para9">
	The <link target-id="sq" strength="3">square wave</link>
	<m:math>
	  <m:apply>
	    <m:ci type="fn">sq</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	</m:math>
	is a periodic signal like the sinusoid.  It too has an
	amplitude and a period, which must be specified to
	characterize the signal.  We find subsequently that the sine
	wave is a simpler signal than the square wave.
      </para>

      <figure id="sq" orient="horizontal">
	<media id="id12755147" alt="">
          <image src="sq.png" mime-type="image/png"/>
          <image src="sq.eps" mime-type="application/postscript"/>
        </media>
	<caption>The square wave.</caption>
      </figure>

      
    </section>
  </content>
</document>
