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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/">Useful Signals</name>

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  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2006/08/02 14:58:43.714 GMT-5</md:revised>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Melissa</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Selik</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mselik@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="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>
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      <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="mselik">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Melissa</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Selik</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mselik@alumni.rice.edu</md:email>
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    <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="rars">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Ricardo</md:firstname>
      <md:othername xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Anthony</md:othername>
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Radaelli-Sanchez</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">ricky@alumni.rice.edu</md:email>
    </md:maintainer>
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      <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:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="mhutch">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Matthew</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Hutchinson</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mhutch@rice.edu</md:email>
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    <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/">dirac delta function</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">exponential</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">impulse</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">sifting property</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">signals</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">unit step</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Presents three useful signals.
</md:abstract>
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  <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="p_intro">
      Before looking at this module, hopefully you have some basic
      idea of what a signal is and what basic <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="m10057" strength="7"> classifications and properties</cnxn> a signal can
      have.  To review, a signal is merely a function defined with
      respect to an independent variable.  This variable is often time
      but could represent an index of a sequence or any number of
      things in any number of dimensions.  Most, if not all, signals
      that you will encounter in your studies and the real world will
      be able to be created from the basic signals we discuss below.
      Because of this, these elementary signals are often referred to
      as the <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/">building blocks</emphasis> for all other
      signals.
    </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="s_sin">
      <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/">Sinusoids</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="p1_sin">
	Probably the most important elemental signal that you will
	deal with is the real-valued sinusoid.  In its continuous-time
	form, we write the general form as

	<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="eq_sin">
	  <m:math>
	    <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:ci>A</m:ci>
		<m:apply>
		  <m:cos/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:times/>
		      <m:ci>ω</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>

	where <m:math><m:ci>A</m:ci> </m:math> is the amplitude,
	<m:math><m:ci>ω</m:ci> </m:math> is the frequency, and
	<m:math><m:ci>φ</m:ci> </m:math> represents the phase.
	Note that it is common to see 
	<m:math display="inline">
	  <m:apply>
	    <m:times/>
	    <m:ci>ω</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	</m:math> replaced with
	<m:math display="inline">
	  <m:apply>
	    <m:times/>
	    <m:cn>2</m:cn>
	    <m:pi/>
	    <m:ci>f</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	</m:math>.  Since sinusoidal signals are periodic, we can
	express the period of these, or any periodic signal, as
	
	<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="eq_per">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:ci>T</m:ci>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		</m:apply>
		<m:ci>ω</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>	    
      </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="sinwav" orient="horizontal">
	<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="sinwave.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/">
	  Sinusoid with 
	  <m:math display="inline">
	    <m:apply>
	      <m:eq/>
	      <m:ci>A</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:math>, 
	  <m:math display="inline">
	    <m:apply>
	      <m:eq/>
	      <m:ci>w</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:math>, and
	  <m:math display="inline">
	    <m:apply>
	      <m:eq/>
	      <m:ci>φ</m:ci>
	      <m:cn>0</m:cn>
	    </m:apply>
	  </m:math>.
	</caption>
      </figure>      
    </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="sect3">
      <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/">Complex Exponential Function</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">
	Maybe as important as the general sinusoid, 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/">complex
	exponential</term> function will become a critical part of
	your study of signals and systems.  Its general form is
	written as

	<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="eq_exp">
	  <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:ci>B</m:ci>
		<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:math>
	</equation>
	
	where <m:math><m:ci>s</m:ci></m:math>, shown below, is a
	complex number in terms of
	<m:math><m:ci>σ</m:ci></m:math>, the phase constant, and
	<m:math><m:ci>ω</m:ci></m:math> the frequency:
	
	<m:math display="block">
	  <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>
	
	Please look at 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="m10060" strength="5">complex
	exponential module</cnxn> or the other <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="m0004" target="sec2" strength="8">elemental signals page</cnxn> for a
	much more in depth look at this important signal.
      </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="realexp">
      <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 Exponentials</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="p1_rexp">
	Just as the name sounds, real exponentials contain no
	imaginary numbers and are expressed simply as

	<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="eq_reexp">
	  <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:ci>B</m:ci>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:ci>α</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>

	where both <m:math><m:ci>B</m:ci></m:math> and
	<m:math><m:ci>α</m:ci></m:math> are real parameters.
	Unlike the complex exponential that oscillates, the real
	exponential either decays or grows depending on the value of 
	<m:math><m:ci>α</m:ci></m:math>.  
	
	<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="reexp">
	  <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/"><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/">Decaying Exponential</term>, when 
	    <m:math>
	      <m:apply>
		<m:lt/>
		<m:ci>α</m:ci>
		<m:cn>0</m:cn>
	      </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/"><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/">Growing Exponential</term>, when 
	    <m:math>
	      <m:apply>
		<m:gt/>
		<m:ci>α</m:ci>
		<m:cn>0</m:cn>
	      </m:apply>
	    </m:math>
	  </item>
	</list>
      </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/" orient="horizontal" id="fig_reexp">
	<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="subfig1">
	  <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="realexpD.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/">
	    Decaying Exponential
	  </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="subfig2">
	  <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="realexpG.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/">
	    Growing Exponential
	  </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/">
	  Examples of Real Exponentials
	</caption>
      </figure>
    </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/">Unit Impulse Function</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="para2">
	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/"><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="m10059" strength="9">unit
	impulse</cnxn></term> "function" (or <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/">Dirac delta</term>
	function) is a signal that has infinite height and
	infinitesimal width.  However, because of the way it is
	defined, it actually integrates to one.  While in the
	engineering world, this signal is quite nice and aids in the
	understanding of many concepts, some mathematicians have a
	problem with it being called a function, since it is not
	defined at
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:ci>t</m:ci>
	    <m:cn>0</m:cn>
	  </m:apply>
	</m:math>
	.  Engineers reconcile this problem by keeping it around
	integrals, in order to keep it more nicely defined.  The unit
	impulse is most commonly denoted as 

	<m:math display="block">
	  <m:apply>
	    <m:ci type="fn">δ</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	</m:math>

	The most important property of the unit-impulse is shown in
	the following integral:
      </para>


      <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="eq_delta">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <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:ci type="fn">δ</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:cn>1</m:cn>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>

    </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="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/">Unit-Step Function</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="para1">
	Another very basic signal is 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/">unit-step
	function</term> that is defined as 

	<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="eq_step">
	  <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:geq/>
		    <m:ci>t</m:ci>
		    <m:cn>0</m:cn>
		  </m:apply>
		</m:piece>
	      </m:piecewise>
	    </m:apply>
	  </m:math>
	</equation>
      </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/" orient="horizontal" id="fig_unstep">
	<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="subfig1u">
	  <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="unit_step.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/">
	    Continuous-Time Unit-Step Function
	  </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="subfig2u">
	  <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="unit_stepD.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/">
	     Discrete-Time Unit-Step Function
	  </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/">
	  Basic Step Functions
	</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="p2_step">
	Note that the step function is discontinuous at the origin;
	however, it does not need to be defined here as it does not
	matter in signal theory.  The step function is a useful tool
	for testing and for defining other signals.  For example, when
	different shifted versions of the step function are multiplied
	by other signals, one can select a certain portion of the
	signal and zero out the rest.
      </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="sect_ramp">
      <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/">Ramp Function</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="p1_ramp">
	The ramp function is closely related to the unit-step
	discussed above.  Where the unit-step goes from zero to one
	instantaneously, the ramp function better resembles a
	real-world signal, where there is some time needed for the
	signal to increase from zero to its set value, one in this
	case.  We define a ramp function as follows

	<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="eq_ramp">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">r</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:apply>
		    <m:divide/>
		    <m:ci>t</m:ci>
		    <m:apply>
		      <m:ci>
			<m:msub>
			  <m:mi>t</m:mi>
			  <m:mn>0</m:mn>
			</m:msub>
		      </m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:leq/>
		    <m:apply>
		      <m:leq/>
		      <m:cn>0</m:cn>
		      <m:ci>t</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:ci>
			<m:msub>
			  <m:mi>t</m:mi>
			  <m:mn>0</m:mn>
			</m:msub>
		      </m:ci>
		    </m:apply>
		  </m:apply>
		</m:piece>
		<m:piece>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:gt/>
		    <m:ci>t</m:ci>
		    <m:apply>
		      <m:ci>
			<m:msub>
			  <m:mi>t</m:mi>
			  <m:mn>0</m:mn>
			</m:msub>
		      </m:ci>
		    </m:apply>
		  </m:apply>
		</m:piece>
	      </m:piecewise>
	    </m:apply>
	  </m:math>
	</equation>
      </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/" orient="horizontal" id="fig_ramp">
	<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="ramp.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/">
	  Ramp Function
	</caption>
      </figure>




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