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<document xmlns="http://cnx.rice.edu/cnxml" 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="None">
  <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/">Frequency Response of an LSI System</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/">1.2</md:version>
  <md:created xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2004/07/07 14:36:22 GMT-5</md:created>
  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2004/07/16 09:22:56.297 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="ahlfing">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Robert</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Ahlfinger</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">ahlfing@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: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/">LSI</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">ELEC 301</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">An introduction to the frequency response of an LSI system.</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="papa1">
      <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">
	<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="application/postscript" src="fig1.eps">
	  <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="fig1.png"/>  
	</media>
      </figure>
      <m:math>
	<m:ci type="matrix">H</m:ci>
      </m:math>: circulent matrix
    </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">
      <m:math>
	<m:ci type="vector">h</m:ci>
      </m:math>: 
      <m:math>
	<m:ci type="matrix">H</m:ci>
      </m:math>'s 0th column
    </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="para3">
      <m:math>
	<m:ci type="vector">H</m:ci>
      </m:math>: DFT of 
      <m:math>
	<m:ci type="vector">h</m:ci>
      </m:math>; 
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci type="vector">H</m:ci>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:power/>
	      <m:ci type="matrix">F</m:ci>
	      <m:ci type="matrix">H</m:ci>
	    </m:apply>
	    <m:ci type="vector">h</m:ci>
	  </m:apply>
	</m:apply>
      </m:math>
      contain <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/">equivalent info!</emphasis>
    </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="para4">
      Effect of LSI system on an input
      <m:math>
	<m:ci type="vector">x</m:ci>
      </m:math>
      is easy to describe in 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/">Fourier domain</emphasis>
      (frequency domain)...
      <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">
	<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/">Time Domain</name>
	<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="application/postscript" src="fig2.eps">
	  <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="fig2.png"/>  
	</media>
      </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="fig3">
	<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/">Frequency Domain</name>
	<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="application/postscript" src="fig3.eps">
	  <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="fig3.png"/>  
	</media>
      </figure>
      ie:
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">Y</m:ci>
	    <m:ci>k</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">H</m:ci>
	      <m:ci>k</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn" class="discrete">X</m:ci>
	      <m:ci>k</m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>; 
      <m:math>
	<m:apply>
	  <m:leq/>
	  <m:apply>
	    <m:leq/>
	    <m:cn>0</m:cn>
	    <m:ci>k</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:minus/>
	    <m:ci>N</m:ci>
	    <m:cn>1</m:cn>
	  </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="para5">
      ie: pointwise multiplication
      <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="fig4">
	<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="application/postscript" src="fig4.eps">
	  <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="fig4.png"/>  
	</media>
      </figure>
    </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="ex1">
      <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="ex1p1">
	2 point smoother
	<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="fig5">
	  <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="application/postscript" src="fig5.eps">
	    <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="fig5.png"/>  
	  </media>
	</figure>
	Compute frequency response 
	<m:math>
	  <m:ci type="vector">H</m:ci>
	</m:math> 
	if LSI system...
      </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="para6">
      <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="eq1">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">H</m:ci>
	      <m:ci>k</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:sum/>
		<m:bvar>
		  <m:ci>n</m:ci>
		</m:bvar>
		<m:uplimit>
		  <m:apply>
		    <m:minus/>
		    <m:ci>N</m:ci>
		    <m:cn>1</m:cn>
		  </m:apply>
		</m:uplimit>
		<m:lowlimit>
		  <m:cn>0</m:cn>
		</m:lowlimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn" class="discrete">h</m:ci>
		    <m:ci>n</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:apply>
			  <m:divide/>
			  <m:apply>
			    <m:times/>
			    <m:cn>2</m:cn>
			    <m:pi/>
			  </m:apply>
			  <m:ci>N</m:ci>
			</m:apply>
			<m:ci>k</m:ci>
			<m:ci>n</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:sum/>
		<m:bvar>
		  <m:ci>n</m:ci>
		</m:bvar>
		<m:uplimit>
		  <m:apply>
		    <m:minus/>
		    <m:ci>N</m:ci>
		    <m:cn>1</m:cn>
		  </m:apply>
		</m:uplimit>
		<m:lowlimit>
		  <m:cn>0</m:cn>
		</m:lowlimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:divide/>
		    <m:cn>1</m:cn>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:apply>
			  <m:divide/>
			  <m:apply>
			    <m:times/>
			    <m:cn>2</m:cn>
			    <m:pi/>
			  </m:apply>
			  <m:ci>N</m:ci>
			</m:apply>
			<m:ci>k</m:ci>
			<m:ci>n</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:plus/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:apply>
		      <m:divide/>
		      <m:apply>
			<m:times/>
			<m:cn>2</m:cn>
			<m:pi/>
		      </m:apply>
		      <m:ci>N</m:ci>
		    </m:apply>
		    <m:ci>k</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:plus/>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:divide/>
			<m:apply>
			  <m:times/>
			  <m:cn>2</m:cn>
			  <m:pi/>
			</m:apply>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:apply>
			<m:divide/>
			<m:ci>k</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:apply>
		      <m:divide/>
		      <m:apply>
			<m:times/>
			<m:cn>2</m:cn>
			<m:pi/>
		      </m:apply>
		      <m:ci>N</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:divide/>
		      <m:ci>k</m:ci>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:exp/>
		<m:apply>
		  <m:times/>
		  <m:imaginaryi/>
		  <m:apply>
		    <m:divide/>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		    </m:apply>
		    <m:ci>N</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:divide/>
		    <m:ci>k</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>2</m:cn>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:cos/>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:divide/>
		    <m:pi/>
		    <m:ci>N</m:ci>
		  </m:apply>
		  <m:ci>k</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:exp/>
		<m:apply>
		  <m:times/>
		  <m:imaginaryi/>
		  <m:apply>
		    <m:divide/>
		    <m:pi/>
		    <m:ci>N</m:ci>
		  </m:apply>
		  <m:ci>k</m:ci>
		</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="eq2">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:abs/>
	      <m:apply>
		<m:ci type="fn" class="discrete">H</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>2</m:cn>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:abs/>
		<m:apply>
		  <m:cos/>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:divide/>
		      <m:pi/>
		      <m:ci>N</m:ci>
		    </m:apply>
		    <m:ci>k</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
      <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="fig6">
	<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="application/postscript" src="fig6.eps">
	  <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="fig6.png"/>  
	</media>
      </figure>
      where 0 is low frequency, 
      <m:math>
	<m:pi/>
      </m:math>
      is high frequency,
      <m:math>
	<m:apply>
	  <m:times/>
	  <m:cn>2</m:cn>
	  <m:pi/>
	</m:apply>
      </m:math> is low frequency, and
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>
	    <m:msub>
	      <m:mi>w</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub>
	  </m:ci>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:divide/>
	      <m:apply>
		<m:times/>
		<m:cn>2</m:cn>
		<m:pi/>
	      </m:apply>
	      <m:ci>n</m:ci>
	    </m:apply>
	    <m:ci>k</m:ci>
	  </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">
      Therefore it is 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/">lowpass filter</emphasis>
      <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="fig7">
	<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="application/postscript" src="fig7.eps">
	  <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="fig7.png"/>  
	</media>
      </figure>
      ie: <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/">smoothing</emphasis> 
      <m:math>
	<m:apply>
	  <m:equivalent/>
	</m:apply>
      </m:math>
      <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/">lowpass filtering</emphasis>
    </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="ex2">
      <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="ex2p1">
	<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="fig8">
	  <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="application/postscript" src="fig8.eps">
	    <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="fig8.png"/>  
	  </media>
	</figure>
	ie:
	<m:math>
	  <m:ci type="vector">h</m:ci>
	</m:math>
	is a "square box".
      </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="ex2p2">
	The Frequency response is (using answer from test 1):
	<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="eq3">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn" class="discrete">H</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:sin/>
		    <m:apply>
		      <m:times/>
		      <m:apply>
			<m:divide/>
			<m:apply>
			  <m:times/>
			  <m:ci>M</m:ci>
			  <m:pi/>
			</m:apply>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:ci>k</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:sin/>
		    <m:apply>
		      <m:times/>
		      <m:apply>
			<m:divide/>
			<m:pi/>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:ci>k</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:divide/>
			<m:pi/>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:apply>
			<m:minus/>
			<m:ci>M</m:ci>
			<m:cn>1</m:cn>
		      </m:apply>
		      <m:ci>k</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
	Where 
	<m:math>
	  <m:apply>
	    <m:divide/>
	    <m:apply>
	      <m:sin/>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:times/>
		    <m:ci>M</m:ci>
		    <m:pi/>
		  </m:apply>
		  <m:ci>N</m:ci>
		</m:apply>
		<m:ci>k</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:sin/>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:pi/>
		  <m:ci>N</m:ci>
		</m:apply>
		<m:ci>k</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math> is the "Dirichlet Kernel."
      </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="ex2p3">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">H</m:ci>
	      <m:cn>0</m:cn>
	    </m:apply>
	    <m:apply/>
	  </m:apply>
	</m:math>?
	<note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:sin/>
		<m:cn>0</m:cn>
	      </m:apply>
	      <m:cn>0</m:cn>
	    </m:apply>
	  </m:math> L'Hopitâl's rule to the rescue...
	</note>
	
	<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="eq4">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#evaluateat"/>
		<m:bvar>
		  <m:ci>k</m:ci>
		</m:bvar>
		<m:interval>
		  <m:cn>0</m:cn>
		  <m:cn/>
		</m:interval>
		<m:apply>
		  <m:ci type="fn" class="discrete">H</m:ci>
		  <m:ci>k</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#evaluateat"/>
		  <m:bvar>
		    <m:ci>k</m:ci>
		  </m:bvar>
		  <m:interval>
		    <m:cn>0</m:cn>
		    <m:cn/>
		  </m:interval>
		  <m:apply> 
		    <m:diff/> 
		    <m:bvar> 
		      <m:ci>k</m:ci> 
		    </m:bvar> 
		    <m:ci>
		      <m:mtext>numerator</m:mtext>
		    </m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#evaluateat"/>
		  <m:bvar>
		    <m:ci>k</m:ci>
		  </m:bvar>
		  <m:interval>
		    <m:cn>0</m:cn>
		    <m:cn/>
		  </m:interval>
		  <m:apply> 
		    <m:diff/> 
		    <m:bvar> 
		      <m:ci>k</m:ci> 
		    </m:bvar> 
		    <m:ci>
		      <m:mtext>denominator</m:mtext>
		    </m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#evaluateat"/>
		    <m:bvar>
		      <m:ci>k</m:ci>
		    </m:bvar>
		    <m:interval>
		      <m:cn>0</m:cn>
		      <m:cn/>
		    </m:interval>
		    <m:apply>
		      <m:times/>
		      <m:apply>
			<m:minus/>
			<m:apply>
			  <m:divide/>
			  <m:apply>
			    <m:times/>
			    <m:ci>M</m:ci>
			    <m:pi/>
			  </m:apply>
			  <m:ci>N</m:ci>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:cos/>
			<m:apply>
			  <m:times/>
			  <m:apply>
			    <m:divide/>
			    <m:apply>
			      <m:times/>
			      <m:ci>M</m:ci>
			      <m:pi/>
			    </m:apply>
			    <m:ci>N</m:ci>
			  </m:apply>
			  <m:ci>k</m:ci>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>

		  <m:apply>
		    <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#evaluateat"/>
		    <m:bvar>
		      <m:ci>k</m:ci>
		    </m:bvar>
		    <m:interval>
		      <m:cn>0</m:cn>
		      <m:cn/>
		    </m:interval>
		   
		      <m:apply>
			<m:times/>
			<m:apply>
			  <m:minus/>
			  <m:apply>
			    <m:divide/>
			    <m:pi/>
			    <m:ci>N</m:ci>
			  </m:apply>
			</m:apply>
			<m:apply>
			  <m:cos/>
			  <m:apply>
			    <m:times/>
			    <m:apply>
			      <m:divide/>
			      <m:pi/>
			      <m:ci>N</m:ci>
			    </m:apply>
			    <m:ci>k</m:ci>
			  </m:apply>
			</m:apply>
		      
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:cn>0</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:ci>M</m:ci>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:ci>M</m:ci>
		<m:apply>
		  <m:root/>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>  
   	<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="fig9">
	  <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="application/postscript" src="fig9.eps">
	    <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="fig9.png"/>  
	  </media>
	</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="fig10">
	  <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="application/postscript" src="fig10.eps">
	    <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="fig10.png"/>  
	  </media>
	</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="fig11">
	  <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="application/postscript" src="fig11.eps">
	    <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="fig11.png"/>  
	  </media>
	</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="fig12">
	  <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="application/postscript" src="fig12.eps">
	    <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="fig12.png"/>  
	  </media>
	</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="fig13">
	  <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="application/postscript" src="fig13.eps">
	    <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="fig13.png"/>  
	  </media>
	</figure>
      </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="ex3">
      <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/">Edge Detector</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="ex3p1">
	<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="fig14">
	  <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="application/postscript" src="fig14.eps">
	    <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="fig14.png"/>  
	  </media>
	</figure>
	<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="eq5">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn" class="discrete">H</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:sum/>
		  <m:bvar>
		    <m:ci>n</m:ci>
		  </m:bvar>
		  <m:lowlimit>
		    <m:cn>0</m:cn>
		  </m:lowlimit>
		  <m:uplimit>
		    <m:apply>
		      <m:minus/>
		      <m:ci>N</m:ci>
		      <m:cn>1</m:cn>
		    </m:apply>
		  </m:uplimit>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:ci type="fn" class="discrete">h</m:ci>
		      <m:ci>n</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:exp/>
		      <m:apply>
			<m:minus/>
			<m:apply>
			  <m:times/>
			  <m:imaginaryi/>
			  <m:apply>
			    <m:divide/>
			    <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			    </m:apply>
			    <m:ci>N</m:ci>
			  </m:apply>
			  <m:ci>k</m:ci>
			  <m:ci>n</m:ci>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:minus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:apply>
			  <m:divide/>
			  <m:apply>
			    <m:times/>
			    <m:cn>2</m:cn>
			    <m:pi/>
			  </m:apply>
			  <m:ci>N</m:ci>
			</m:apply>
			<m:ci>k</m:ci>
			<m:ci>n</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:divide/>
			<m:apply>
			  <m:times/>
			  <m:cn>2</m:cn>
			  <m:pi/>
			</m:apply>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:apply>
			<m:divide/>
			<m:ci>k</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:apply>
			  <m:divide/>
			  <m:apply>
			    <m:times/>
			    <m:cn>2</m:cn>
			    <m:pi/>
			  </m:apply>
			  <m:ci>N</m:ci>
			</m:apply>
			<m:apply>
			  <m:divide/>
			  <m:ci>k</m:ci>
			  <m:cn>2</m:cn>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:divide/>
			<m:apply>
			  <m:times/>
			  <m:cn>2</m:cn>
			  <m:pi/>
			</m:apply>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:apply>
			<m:divide/>
			<m:ci>k</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:cn>2</m:cn>
		<m:imaginaryi/>
		<m:apply>
		  <m:sin/>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:divide/>
		      <m:pi/>
		      <m:ci>N</m:ci>
		    </m:apply>
		    <m:ci>k</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:divide/>
			<m:pi/>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:ci>k</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
	<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="fig15">
	  <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/">High Pass Filter</name>
	  <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="application/postscript" src="fig15.eps">
	    <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="fig15.png"/>  
	  </media>
	</figure>
      </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="ex4">
      <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/">Circular Shift</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="ex4p1">
	<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="fig16">
	  <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="application/postscript" src="fig16.eps">
	    <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="fig16.png"/>  
	  </media>
	</figure>
	<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="eq6">
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn" class="discrete">H</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:sum/>
		  <m:bvar>
		    <m:ci>n</m:ci>
		  </m:bvar>
		  <m:lowlimit>
		    <m:cn>0</m:cn>
		  </m:lowlimit>
		  <m:uplimit>
		    <m:apply>
		      <m:minus/>
		      <m:ci>N</m:ci>
		      <m:cn>1</m:cn>
		    </m:apply>
		  </m:uplimit>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:ci type="fn" class="discrete">h</m:ci>
		      <m:ci>n</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:exp/>
		      <m:apply>
			<m:minus/>
			<m:apply>
			  <m:times/>
			  <m:imaginaryi/>
			  <m:apply>
			    <m:divide/>
			    <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			    </m:apply>
			    <m:ci>N</m:ci>
			  </m:apply>
			  <m:ci>k</m:ci>
			  <m:ci>n</m:ci>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:root/>
		    <m:ci>N</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:divide/>
			<m:apply>
			  <m:times/>
			  <m:cn>2</m:cn>
			  <m:pi/>
			</m:apply>
			<m:ci>N</m:ci>
		      </m:apply>
		      <m:ci>k</m:ci>
		      <m:ci>m</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:abs/>
	      <m:apply>
		<m:ci type="fn" class="discrete">H</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:divide/>
	      <m:cn>1</m:cn>
	      <m:apply>
		<m:root/>
		<m:ci>N</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>,   
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci>
		<m:mo>∡</m:mo>
	      </m:ci>
	      <m:apply>
		<m:ci type="fn" class="discrete">H</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:minus/>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		  </m:apply>
		  <m:ci>N</m:ci>
		</m:apply>
		<m:ci>k</m:ci>
		<m:ci>m</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
	<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="fig17">
	  <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/">Alll Pass Filter</name>
	  <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="application/postscript" src="fig17.eps">
	    <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="fig17.png"/>  
	  </media>
	</figure>
	That is, delay
	<m:math>
	  <m:apply>
	    <m:equivalent/>
	  </m:apply>
	</m:math>
	"linear phase shift." (slope
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply/>
	    <m:apply>
	      <m:minus/>
	      <m:apply>
		<m:times/>
		<m:ci>m</m:ci>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		  </m:apply>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </para>
    </example>
  </content>
</document>
