<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE document PUBLIC "-//CNX//DTD CNXML 0.5 plus MathML//EN" "http://cnx.rice.edu/cnxml/0.5/DTD/cnxml_mathml.dtd">
<document xmlns="http://cnx.rice.edu/cnxml" xmlns: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>Prototype Analog Filter Design</name>
  <metadata>
  <md:version>1.1</md:version>
  <md:created>2005/02/02 19:29:09 US/Central</md:created>
  <md:revised>2005/04/24 16:15:17 GMT-5</md:revised>
  <md:authorlist>
      <md:author id="dljones">
      <md:firstname>Douglas</md:firstname>
      <md:othername>L.</md:othername>
      <md:surname>Jones</md:surname>
      <md:email>dl-jones@uiuc.edu</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="dljones">
      <md:firstname>Douglas</md:firstname>
      <md:othername>L.</md:othername>
      <md:surname>Jones</md:surname>
      <md:email>dl-jones@uiuc.edu</md:email>
    </md:maintainer>
    <md:maintainer id="jsilv">
      <md:firstname>Jeffrey</md:firstname>
      
      <md:surname>Silverman</md:surname>
      <md:email>jsilv@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="kclarks">
      <md:firstname>Kyle</md:firstname>
      
      <md:surname>Clarkson</md:surname>
      <md:email>kclarks@rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  

  <md:abstract/>
</metadata>

  <content>
    
    <section id="analog">
      <name>Analog Filter Design</name>
      <para id="p1">Laplace transform:
	<m:math display="block">
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">H</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"><m:msub>
		      <m:mi>h</m:mi>
		      <m:mi>a</m:mi>
		    </m:msub></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>
	Note that the <cnxn document="m10098">continuous-time Fourier transform</cnxn> is
	<m:math>
	  <m:apply>
	    <m:ci type="fn">H</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:imaginaryi/>
	      <m:ci>λ</m:ci>
	    </m:apply>
	  </m:apply>
	</m:math> (the Laplace transform evaluated on the imaginary
	axis).</para>
      <para id="p2">Since the early 1900's, there has been a lot of
	research on designing analog filters of the form
	<m:math display="block">
	  <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:apply>
		<m:plus/>
		<m:ci><m:msub>
		    <m:mi>b</m:mi>
		    <m:mn>0</m:mn>
		  </m:msub></m:ci>
		<m:apply>
		  <m:times/>
		  <m:ci><m:msub>
		      <m:mi>b</m:mi>
		      <m:mn>1</m:mn>
		    </m:msub></m:ci>
		  <m:ci>s</m:ci>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:ci><m:msub>
		      <m:mi>b</m:mi>
		      <m:mn>2</m:mn>
		    </m:msub></m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
		<m:ci>...</m:ci>
		<m:apply>
		  <m:times/>
		  <m:ci><m:msub>
		      <m:mi>b</m:mi>
		      <m:mi>M</m:mi>
		    </m:msub></m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:ci>M</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:plus/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:times/>
		  <m:ci><m:msub>
		      <m:mi>a</m:mi>
		      <m:mn>1</m:mn>
		    </m:msub></m:ci>
		  <m:ci>s</m:ci>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:ci><m:msub>
		      <m:mi>a</m:mi>
		      <m:mn>2</m:mn>
		    </m:msub></m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
		<m:ci>...</m:ci>
		<m:apply>
		  <m:times/>
		  <m:ci><m:msub>
		      <m:mi>a</m:mi>
		      <m:mi>M</m:mi>
		    </m:msub></m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:ci>M</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
	A <cnxn document="m2102" target="causality">causal</cnxn> IIR filter <emphasis>cannot</emphasis> have linear
	phase (no possible symmetry point), and design work for analog
	filters has concentrated on designing filters with equiriplle
	(<m:math>
	   <m:apply>
	       <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#norm"/>
       		<m:domainofapplication>
	        <m:infinity/>
       		</m:domainofapplication>
	       <m:ci>L</m:ci>
     </m:apply>
	</m:math>) <emphasis>magnitude</emphasis> responses. These
	design problems have been solved. We will not concern
	ourselves here with the design of the analog prototype
	filters, only with how these designs are mapped to
	discrete-time while preserving optimality.</para>
      <para id="p3">An analog filter with <emphasis>real</emphasis>
	coefficients must have a magnitude response of the form
	<m:math display="block">
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:power/>
	      <m:apply>
		<m:abs/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:ci>λ</m:ci>
		</m:apply>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">B</m:ci>
	      <m:apply>
		<m:power/>
		<m:ci>λ</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
        <equation id="eqn1">
	<m:math display="block">
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:times/>
		  <m:imaginaryi/>
		  <m:ci>λ</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:conjugate/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:plus/>
		  <m:ci><m:msub>
		      <m:mi>b</m:mi>
		      <m:mn>0</m:mn>
		    </m:msub></m:ci>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>b</m:mi>
			<m:mn>1</m:mn>
		      </m:msub></m:ci>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>b</m:mi>
			<m:mn>2</m:mn>
		      </m:msub></m:ci>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:ci>λ</m:ci>
		      </m:apply>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>b</m:mi>
			<m:mn>3</m:mn>
		      </m:msub></m:ci>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:ci>λ</m:ci>
		      </m:apply>
		      <m:cn>3</m:cn>
		    </m:apply>
		  </m:apply>
		  <m:ci>...</m:ci>
		</m:apply>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>a</m:mi>
			<m:mn>1</m:mn>
		      </m:msub></m:ci>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>a</m:mi>
			<m:mn>2</m:mn>
		      </m:msub></m:ci>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:times/>
			<m:imaginaryi/>
			<m:ci>λ</m:ci>
		      </m:apply>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		  <m:ci>...</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:conjugate/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:minus/>
		    <m:ci><m:msub>
			<m:mi>b</m:mi>
			<m:mn>0</m:mn>
		      </m:msub></m:ci>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:msub>
			  <m:mi>b</m:mi>
			  <m:mn>2</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:power/>
			<m:ci>λ</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>b</m:mi>
			<m:mn>4</m:mn>
		      </m:msub></m:ci>
		    <m:apply>
		      <m:power/>
		      <m:ci>λ</m:ci>
		      <m:cn>4</m:cn>
		    </m:apply>
		  </m:apply>
		  <m:ci>...</m:ci>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		    <m:apply>
		      <m:plus/>
		      <m:apply>
			<m:minus/>
			<m:ci><m:msub>
			    <m:mi>b</m:mi>
			    <m:mn>1</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:times/>
			  <m:ci><m:msub>
			      <m:mi>b</m:mi>
			      <m:mn>3</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>2</m:cn>
			  </m:apply>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>b</m:mi>
			    <m:mn>5</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>4</m:cn>
			</m:apply>
		      </m:apply>
		      <m:ci>...</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:minus/>
		    <m:cn>1</m:cn>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:msub>
			  <m:mi>a</m:mi>
			  <m:mn>2</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:power/>
			<m:ci>λ</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:ci><m:msub>
			<m:mi>a</m:mi>
			<m:mn>4</m:mn>
		      </m:msub></m:ci>
		    <m:apply>
		      <m:power/>
		      <m:ci>λ</m:ci>
		      <m:cn>4</m:cn>
		    </m:apply>
		  </m:apply>
		  <m:ci>...</m:ci>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		    <m:apply>
		      <m:plus/>
		      <m:apply>
			<m:minus/>
			<m:ci><m:msub>
			    <m:mi>a</m:mi>
			    <m:mn>1</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:times/>
			  <m:ci><m:msub>
			      <m:mi>a</m:mi>
			      <m:mn>3</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>2</m:cn>
			  </m:apply>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>a</m:mi>
			    <m:mn>5</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>4</m:cn>
			</m:apply>
		      </m:apply>
		      <m:ci>...</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:conjugate/>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:minus/>
		      <m:ci><m:msub>
			<m:mi>b</m:mi>
			  <m:mn>0</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:times/>
		      <m:ci><m:msub>
			    <m:mi>b</m:mi>
			    <m:mn>2</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			<m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>2</m:cn>
			</m:apply>
		    </m:apply>
		    </m:apply>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:msub>
			  <m:mi>b</m:mi>
			  <m:mn>4</m:mn>
		      </m:msub></m:ci>
		      <m:apply>
			<m:power/>
			<m:ci>λ</m:ci>
			<m:cn>4</m:cn>
		    </m:apply>
		    </m:apply>
		    <m:ci>...</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:ci>λ</m:ci>
		    <m:apply>
			<m:plus/>
			<m:apply>
			  <m:minus/>
			<m:ci><m:msub>
			      <m:mi>b</m:mi>
			      <m:mn>1</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:times/>
			    <m:ci><m:msub>
				<m:mi>b</m:mi>
				<m:mn>3</m:mn>
			      </m:msub></m:ci>
			    <m:apply>
			      <m:power/>
			      <m:ci>λ</m:ci>
			      <m:cn>2</m:cn>
			    </m:apply>
			  </m:apply>
			</m:apply>
			<m:apply>
			  <m:times/>
			  <m:ci><m:msub>
			      <m:mi>b</m:mi>
			      <m:mn>5</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>4</m:cn>
			  </m:apply>
			</m:apply>
			<m:ci>...</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:minus/>
		      <m:cn>1</m:cn>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>a</m:mi>
			    <m:mn>2</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>2</m:cn>
			</m:apply>
		      </m:apply>
		    </m:apply>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:msub>
			  <m:mi>a</m:mi>
			  <m:mn>4</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:power/>
			<m:ci>λ</m:ci>
			<m:cn>4</m:cn>
		      </m:apply>
		    </m:apply>
		  <m:ci>...</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:ci>λ</m:ci>
		      <m:apply>
			<m:plus/>
			<m:apply>
			  <m:minus/>
			  <m:ci><m:msub>
			      <m:mi>a</m:mi>
			      <m:mn>1</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:times/>
			    <m:ci><m:msub>
				<m:mi>a</m:mi>
			      <m:mn>3</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>2</m:cn>
			  </m:apply>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:times/>
			  <m:ci><m:msub>
			      <m:mi>a</m:mi>
			      <m:mn>5</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			  <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>4</m:cn>
			  </m:apply>
			</m:apply>
			<m:ci>...</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:divide/>
	      <m:apply>
		<m:plus/>
		<m:apply>
		  <m:power/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:minus/>
		      <m:ci><m:msub>
			  <m:mi>b</m:mi>
			  <m:mn>0</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>b</m:mi>
			    <m:mn>2</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>2</m:cn>
			</m:apply>
		      </m:apply>
		    </m:apply>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:msub>
			  <m:mi>b</m:mi>
			  <m:mn>4</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:power/>
			<m:ci>λ</m:ci>
			<m:cn>4</m:cn>
		      </m:apply>
		    </m:apply>
		    <m:ci>...</m:ci>
		  </m:apply>
		  <m:cn>2</m:cn>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:ci>λ</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:apply>
		    <m:power/>
		    <m:apply>
		      <m:plus/>
		      <m:apply>
			<m:minus/>
			<m:ci><m:msub>
			    <m:mi>b</m:mi>
			    <m:mn>1</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:times/>
			  <m:ci><m:msub>
			      <m:mi>b</m:mi>
			      <m:mn>3</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>2</m:cn>
			  </m:apply>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>b</m:mi>
			    <m:mn>5</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>4</m:cn>
			</m:apply>
		      </m:apply>
		      <m:ci>...</m:ci>
		    </m:apply>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:plus/>
		<m:apply>
		  <m:power/>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:minus/>
		      <m:cn>1</m:cn>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>a</m:mi>
			    <m:mn>2</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>2</m:cn>
			</m:apply>
		      </m:apply>
		    </m:apply>
		    <m:apply>
		      <m:times/>
		      <m:ci><m:msub>
			  <m:mi>a</m:mi>
			  <m:mn>4</m:mn>
			</m:msub></m:ci>
		      <m:apply>
			<m:power/>
			<m:ci>λ</m:ci>
			<m:cn>4</m:cn>
		      </m:apply>
		    </m:apply>
		    <m:ci>...</m:ci>
		  </m:apply>
		  <m:cn>2</m:cn>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:ci>λ</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:apply>
		    <m:power/>
		    <m:apply>
		      <m:plus/>
		      <m:apply>
			<m:minus/>
			<m:ci><m:msub>
			    <m:mi>a</m:mi>
			    <m:mn>1</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:times/>
			  <m:ci><m:msub>
			      <m:mi>a</m:mi>
			      <m:mn>3</m:mn>
			    </m:msub></m:ci>
			  <m:apply>
			    <m:power/>
			    <m:ci>λ</m:ci>
			    <m:cn>2</m:cn>
			  </m:apply>
			</m:apply>
		      </m:apply>
		      <m:apply>
			<m:times/>
			<m:ci><m:msub>
			    <m:mi>a</m:mi>
			    <m:mn>5</m:mn>
			  </m:msub></m:ci>
			<m:apply>
			  <m:power/>
			  <m:ci>λ</m:ci>
			  <m:cn>4</m:cn>
			</m:apply>
		      </m:apply>
		      <m:ci>...</m:ci>
		    </m:apply>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:ci type="fn">B</m:ci>
	      <m:apply>
		<m:power/>
		<m:ci>λ</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math></equation>
	Let <m:math>
	  <m:apply>
	    <m:eq/>
	    <m:ci type="complex">s</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:imaginaryi/>
	      <m:ci>λ</m:ci>
	    </m:apply>
	  </m:apply>
	</m:math>, note that the poles and zeros of 
	<m:math>
	  <m:apply>
	    <m:ci type="fn">B</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:apply>
		<m:power/>
		<m:ci type="complex">s</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math> are symmetric around <emphasis>both</emphasis> the
	real and imaginary axes: that is, a pole at <m:math><m:ci><m:msub>
	    <m:mi>p</m:mi>
	    <m:mn>1</m:mn></m:msub></m:ci>
	</m:math> implies poles at  <m:math><m:ci><m:msub>
	    <m:mi>p</m:mi>
	    <m:mn>1</m:mn></m:msub></m:ci>
	</m:math>,  <m:math><m:apply><m:conjugate/><m:ci><m:msub>
	    <m:mi>p</m:mi>
	    <m:mn>1</m:mn></m:msub></m:ci>
	  </m:apply>
	</m:math>,  <m:math><m:apply><m:minus/><m:ci><m:msub>
	    <m:mi>p</m:mi>
	    <m:mn>1</m:mn></m:msub></m:ci>
	  </m:apply>
	</m:math>, and  <m:math><m:apply><m:minus/><m:apply>
	      <m:conjugate/><m:ci><m:msub>
	    <m:mi>p</m:mi>
	    <m:mn>1</m:mn></m:msub></m:ci>
	    </m:apply>
	  </m:apply>
	</m:math>, as seen in <cnxn target="fig1"/>.
      </para>

      <figure id="fig1">
        <name>s-plane</name>
	<media type="application/postscript" src="fig1.eps">
	  <media type="image/png" src="fig1.png"/>
	</media>
      </figure>
    
      <para id="p4">Recall that an analog filter is stable and causal
      if all the poles are in the left half-plane, LHP, and is
      <term>minimum phase</term> if all zeros and poles are in the
      LHP.</para>
      <para id="p5"><m:math>
	  <m:apply>
	    <m:eq/>
	    <m:ci>s</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:imaginaryi/>
	      <m:ci>λ</m:ci>
	    </m:apply>
	  </m:apply>
	</m:math>:
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">B</m:ci>
	      <m:apply>
		<m:power/>
		<m:ci>λ</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">B</m:ci>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:power/>
		  <m:ci>s</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>s</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:ci type="fn">H</m:ci>
	      <m:apply>
		<m:times/>
		<m:imaginaryi/>
		<m:ci>λ</m:ci>
	      </m:apply>
	      <m:ci type="fn">H</m:ci>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:times/>
		  <m:imaginaryi/>
		  <m:ci>λ</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:ci type="fn">H</m:ci>
	      <m:apply>
		<m:times/>
		<m:imaginaryi/>
		<m:ci>λ</m:ci>
	      </m:apply>
	      <m:apply>
		<m:conjugate/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:times/>
		    <m:imaginaryi/>
		    <m:ci>λ</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math> we can factor
	<m:math>
	  <m:apply>
	    <m:ci type="fn">B</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:apply>
		<m:power/>
		<m:ci>s</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math> into <m:math>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:ci type="fn">H</m:ci>
	      <m:ci>s</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">H</m:ci>
	      <m:apply>
		<m:minus/>
		<m:ci>s</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>, where <m:math>
	  <m:apply>
	    <m:ci type="fn">H</m:ci>
	    <m:ci>s</m:ci>
	  </m:apply> 
	</m:math> has the left half plane poles and zeros, and
	<m:math>
	  <m:apply>
	    <m:ci type="fn">H</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:ci>s</m:ci>
	    </m:apply>
	  </m:apply>
	</m:math> has the RHP poles and zeros.</para>

      <para id="p6">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:power/>
	      <m:apply>
		<m:abs/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:ci>s</m:ci>
		</m:apply>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>s</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math> for 
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:ci>s</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:imaginaryi/>
	      <m:ci>λ</m:ci>
	    </m:apply>
	  </m:apply>
	</m:math>, so <m:math>
	  <m:apply>
	    <m:ci type="fn">H</m:ci>
	    <m:ci>s</m:ci>
	  </m:apply>
	</m:math> has the magnitude response 
	<m:math>
	  <m:apply>
	    <m:ci type="fn">B</m:ci>
	    <m:apply>
	      <m:power/>
	      <m:ci>λ</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:apply>
	</m:math>. The trick to analog filter design is to design a
	good
	<m:math>
	  <m:apply>
	    <m:ci type="fn">B</m:ci>
	    <m:apply>
	      <m:power/>
	      <m:ci>λ</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:apply>
	</m:math>, then factor this to obtain a filter with that
	<emphasis>magnitude</emphasis> response.</para>

      <para id="p7">The traditional analog filter designs all take the
      form
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">B</m:ci>
	      <m:apply>
		<m:power/>
		<m:ci>λ</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:power/>
	      <m:apply>
		<m:abs/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:ci>λ</m:ci>
		</m:apply>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:divide/>
	      <m:cn>1</m:cn>
	      <m:apply>
		<m:plus/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:ci type="fn">F</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>λ</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>, where <m:math><m:ci type="fn">F</m:ci>
	</m:math> is a rational function in <m:math>
	  <m:apply>
	    <m:power/>
	    <m:ci>λ</m:ci>
	    <m:cn>2</m:cn>
	  </m:apply>
	</m:math>.
      </para>

      <example id="ex1">
	<para id="exp">
	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">B</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>λ</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:plus/>
		  <m:cn>2</m:cn>
		  <m:apply>
		    <m:power/>
		    <m:ci>λ</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:power/>
		    <m:ci>λ</m:ci>
		    <m:cn>4</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">B</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:minus/>
		  <m:cn>2</m:cn>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:cn>4</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:root/>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:plus/>
		    <m:apply>
		      <m:root/>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:ci>s</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:plus/>
		    <m:ci>s</m:ci>
		    <m:ci>α</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:minus/>
		    <m:ci>s</m:ci>
		    <m:ci>α</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:plus/>
		    <m:ci>s</m:ci>
		    <m:apply>
		      <m:conjugate/>
		      <m:ci>α</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:minus/>
		    <m:ci>s</m:ci>
		    <m:apply>
		      <m:conjugate/>
		      <m:ci>α</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math> where 
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:ci>α</m:ci>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:imaginaryi/>
		</m:apply>
		<m:apply>
		  <m:root/>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>.
	  <note>Roots of 
	    <m:math>
	      <m:apply>
		<m:plus/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:power/>
		  <m:ci>s</m:ci>
		  <m:ci>N</m:ci>
		</m:apply>
	      </m:apply>
	    </m:math> are <m:math><m:ci>N</m:ci>
	    </m:math> points equally spaced around the unit circle
	    (<cnxn target="fig2"/>).</note>
		</para>
	
	<figure id="fig2">
	  <media type="application/postscript" src="fig2.eps">
	    <media type="image/png" src="fig2.png"/>
	  </media>
	</figure>

	  <para id="newp">Take
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>s</m:ci>
	      </m:apply>
	      <m:ci>LHP</m:ci>
	    </m:apply>
	  </m:math> factors:
	  <m:math display="block">
	    <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:apply>
		  <m:plus/>
		  <m:apply>
		    <m:root/>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:ci>s</m:ci>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:plus/>
		    <m:ci>s</m:ci>
		    <m:ci>α</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:plus/>
		    <m:ci>s</m:ci>
		    <m:apply>
		      <m:conjugate/>
		      <m:ci>α</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:root/>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:ci>s</m:ci>
		</m:apply>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>s</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:root/>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:ci>s</m:ci>
		  </m:apply>
		  <m:cn>1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math></para>
      </example>
    </section>
	    
    <section id="traditional">
      <name>Traditional Filter Designs</name>
      <section id="butter">
	<name>Butterworth</name>
	<para id="pbutt">
	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">B</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>λ</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:power/>
		    <m:ci>λ</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:ci>M</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	  <note>Remember this for homework and rest problems!</note>
	  "Maximally smooth" at <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:ci>λ</m:ci>
	      <m:cn>0</m:cn>
	    </m:apply>
	  </m:math> and 
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:ci>λ</m:ci>
	      <m:infinity/>
	    </m:apply>
	  </m:math> (maximum possible number of zero
	  derivatives). <cnxn target="fig3"/>.
	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">B</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>λ</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:power/>
		<m:apply>
		  <m:abs/>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:ci>λ</m:ci>
		  </m:apply>
		</m:apply>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</para>
	
	<figure id="fig3">
	  <media type="application/postscript" src="fig3.eps">
	    <media type="image/png" src="fig3.png"/>
	  </media>
	</figure>
      </section>

      <section id="cheby">
	<name>Chebyshev</name>
	<para id="pcheby">
	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">B</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>λ</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:power/>
		      <m:ci>ε</m:ci>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:ci type="fn"><m:msub>
			    <m:mi>C</m:mi>
			    <m:mi>M</m:mi>
			  </m:msub></m:ci>
			<m:ci>λ</m:ci>
		      </m:apply>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math> where
	  <m:math>
	    <m:apply>
	      <m:power/>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>C</m:mi>
		    <m:mi>M</m:mi>
		  </m:msub></m:ci>
		<m:ci>λ</m:ci>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:math> is an <m:math>
	    <m:msup><m:mi>M</m:mi><m:mi>th</m:mi>
	    </m:msup>
	  </m:math> order Chebyshev polynomial. <cnxn target="fig4"/>.
	</para>

	<figure id="fig4" orient="vertical">
	  <subfigure id="fig4a">
	    <media type="application/postscript" src="fig4a.eps">
	      <media type="image/png" src="fig4a.png"/>
	    </media>
	  </subfigure>
	  <subfigure id="fig4b">
	    <media type="application/postscript" src="fig4b.eps">
	      <media type="image/png" src="fig4b.png"/>
	    </media>
	  </subfigure>
	</figure>
	    
      </section>

	<section id="invcheby">
		<name>Inverse Chebyshev</name>
		<para id="p8"><cnxn target="fig5"/>.
		</para>
	<figure id="fig5">
	    <media type="application/postscript" src="fig5.eps">
	      <media type="image/png" src="fig5.png"/>
	    </media>
	</figure>
	</section>

	<section id="ellip">
	<name>Elliptic Function Filter (Cauer Filter)</name>
	<para id="p9"> <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">B</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>λ</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:plus/>
		  <m:cn>1</m:cn>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:power/>
		      <m:ci>ε</m:ci>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:ci type="fn"><m:msub>
			    <m:mi>J</m:mi>
			    <m:mi>M</m:mi>
			  </m:msub></m:ci>
			<m:ci>λ</m:ci>
		      </m:apply>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math> where
	  <m:math>
	    	<m:ci type="fn"><m:msub>
		    <m:mi>J</m:mi>
		    <m:mi>M</m:mi>
		  </m:msub></m:ci>
	  </m:math> is the "Jacobi Elliptic Function." <cnxn target="fig6"/>.
	</para>
	<figure id="fig6">
	    <media type="application/postscript" src="fig6.eps">
	      <media type="image/png" src="fig6.png"/>
	    </media>
	</figure>
	<para id="p10">The Cauer filter is
<m:math>
<m:apply>
       <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#norm"/>
       <m:domainofapplication>
		<m:infinity/>
       </m:domainofapplication>
       <m:ci type="vector">L</m:ci>
     </m:apply>
</m:math> optimum in the sense that for a given <m:math><m:ci>M</m:ci></m:math>, 
<m:math><m:msub><m:mi>δ</m:mi><m:mi>p</m:mi></m:msub></m:math>,
<m:math><m:msub><m:mi>δ</m:mi><m:mi>s</m:mi></m:msub></m:math>, and
<m:math><m:msub><m:mi>λ</m:mi><m:mi>p</m:mi></m:msub></m:math>, the transition bandwidth is smallest.</para>
<para id="last">That is, it is <m:math>
<m:apply>
       <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#norm"/>
       <m:domainofapplication>
		<m:infinity/>
       </m:domainofapplication>
       <m:ci type="vector">L</m:ci>
     </m:apply>
</m:math> optimal.</para></section>

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