<?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="new1">
  <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/">Conditions on h[n] and g[n]</name>
  <metadata xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
  <md:version xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2.2</md:version>
  <md:created xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2003/01/17</md:created>
  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2005/09/20 19:59:05.231 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="schniter">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Phil</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Schniter</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">schniter@ee.eng.ohio-state.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="charlet">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Charlet</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Reedstrom</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">charlet@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="schniter">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Phil</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Schniter</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">schniter@ee.eng.ohio-state.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/">scaling equation</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">symmetry</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">wavelet</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"/>
</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="sec1para4">
      Here we derive sufficient conditions on the coefficients used
      in the scaling equation and wavelet scaling equation that
      ensure, for every 
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:ci>k</m:ci>
	  <m:integers/>
	</m:apply>
      </m:math>, that the sets

      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math>
      and 
      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>ψ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math> have the orthonormality properties described in <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m10476" strength="9">The Scaling Equation</cnxn> and
      <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="m11014" strength="9">The Wavelet Scaling
      Equation</cnxn>.
    </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="sec1para5">
      For 

      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math> to be orthonormal at all
      <m:math><m:ci>k</m:ci></m:math>, we certainly need
      orthonormality when
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>k</m:ci>
	  <m:cn>1</m:cn>
	</m:apply>
      </m:math>.  This is equivalent to 

      <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="eq10">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">δ</m:ci>
	      <m:ci>m</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:scalarproduct/>
	      <m:apply>
		<m:ci type="fn">
		  <m:msub>
		    <m:mi>φ</m:mi>
		    <m:mrow>
		      <m:mn>1</m:mn>
		      <m:mo>,</m:mo>
		      <m:mn>0</m:mn>
		    </m:mrow>
		  </m:msub>
		</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">
		  <m:msub>
		    <m:mi>φ</m:mi>
		    <m:mrow>
		      <m:mn>1</m:mn>
		      <m:mo>,</m:mo>
		      <m:mi>m</m:mi>
		    </m:mrow>
		  </m:msub>
		</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	    
	    <m:apply>
	      <m:scalarproduct/>
	      <m:apply>
		<m:sum/>
		<m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
		<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:ci type="fn">φ</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:ci>t</m:ci>
		      <m:ci>n</m:ci>
		    </m:apply>
		  </m:apply> 
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:sum/>
		<m:domainofapplication>
		  <m:ci>ℓ</m:ci>
		</m:domainofapplication>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn" class="discrete">h</m:ci>
		    <m:ci>ℓ</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn">φ</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:minus/>
			<m:ci>t</m:ci>
			<m:ci>ℓ</m:ci>
		      </m:apply>
		      <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:apply>

	    <m:apply>
	      <m:sum/>
	      <m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
	      <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:sum/>
		  <m:domainofapplication>
		    <m:ci>ℓ</m:ci>
		  </m:domainofapplication>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:ci type="fn" class="discrete">h</m:ci>
		      <m:ci>ℓ</m:ci>
		    </m:apply>

		    <m:apply>
		      <m:scalarproduct/>
		      <m:apply>
			<m:ci type="fn">φ</m:ci>
			<m:apply>
			  <m:minus/>
			  <m:ci>t</m:ci>
			  <m:ci>n</m:ci>
			</m:apply>
		      </m:apply> 
		      <m:apply>
			<m:ci type="fn">φ</m:ci>
			<m:apply>
			  <m:minus/>
			  <m:apply>
			    <m:minus/>
			    <m:ci>t</m:ci>
			    <m:ci>ℓ</m:ci>
			  </m:apply>
			  <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:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
      where
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">δ</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:ci>n</m:ci>
	      <m:apply>
		<m:plus/>
		<m:ci>ℓ</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:scalarproduct/>
	    <m:apply>
	      <m:ci type="fn">φ</m:ci>
	      <m:apply>
		<m:minus/>
		<m:ci>t</m:ci>
		<m:ci>n</m:ci>
	      </m:apply>
	    </m:apply> 
	    <m:apply>
	      <m:ci type="fn">φ</m:ci>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:minus/>
		  <m:ci>t</m:ci>
		  <m:ci>ℓ</m:ci>
		</m:apply>
		<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>

      <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="eq11">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">δ</m:ci>
	      <m:ci>m</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:sum/>
	      <m:bvar><m:ci>n</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" class="discrete">h</m:ci>
		  <m:ci>n</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn" class="discrete">h</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>n</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:apply>
	</m:math>
      </equation>
    </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="sec1para6">
      There is an interesting frequency-domain interpretation of the
      previous condition.  If we define

      <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="eq12">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">p</m:ci>
	      <m:ci>m</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#convolve"/>
	      <m:apply>
		<m:ci type="fn" class="discrete">h</m:ci>
		<m:ci>m</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn" class="discrete">h</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>m</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:sum/>
	      <m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
	      <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:ci type="fn" class="discrete">h</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>n</m:ci>
		    <m:ci>m</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>

      then we see that our condition is equivalent to
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">p</m:ci>
	    <m:apply>
	      <m:times/>
	      <m:cn>2</m:cn>
	      <m:ci>m</m:ci>
	    </m:apply>
	  </m:apply>
	  <m:apply>
	    <m:ci type="fn" class="discrete">δ</m:ci>
	    <m:ci>m</m:ci>
	  </m:apply>
	</m:apply>
      </m:math>.  In the <m:math><m:ci>z</m:ci></m:math>-domain,
      this yields the pair of conditions

      <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="eq13">
	<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/">Power-Symmetry Property</name>
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">P</m:ci>
	      <m:ci>z</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>

      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:cn>1</m:cn>
	  <m:apply>
	    <m:times/>
	    <m:cn type="rational">1<m:sep/>2</m:cn>
	    <m:apply>
	      <m:sum/>
	      <m:bvar><m:ci>p</m:ci></m:bvar>
	      <m:lowlimit><m:cn>0</m:cn></m:lowlimit>
	      <m:uplimit><m:cn>1</m:cn></m:uplimit>
	      <m:apply>
		<m:ci type="fn">P</m:ci>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn type="rational">1<m:sep/>2</m:cn>
		  </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:cn>2</m:cn>
		      </m:apply>
		      <m:ci>p</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>

	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:cn type="rational">1<m:sep/>2</m:cn>
	      <m:apply>
		<m:ci type="fn">P</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn type="rational">1<m:sep/>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:cn type="rational">1<m:sep/>2</m:cn>
	      <m:apply>
		<m:ci type="fn">P</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn type="rational">1<m:sep/>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      Putting these together,
      <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="eqn14">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:cn>2</m:cn>
	    <m:apply>
	      <m:plus/>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn type="rational">1<m:sep/>2</m:cn>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:cn type="rational">1<m:sep/>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:power/>
		      <m:ci>z</m:ci>
		      <m:cn type="rational">1<m:sep/>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:power/>
		      <m:ci>z</m:ci>
		      <m:apply>
			<m:minus/>
			<m:cn type="rational">1<m:sep/>2</m:cn>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>

      <m:math display="block">
	<m:apply>
	  <m:ci><m:mo>⇔</m:mo></m:ci>
	</m:apply>
	<m:apply>
	  <m:eq/>
	  <m:cn>2</m:cn>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>z</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>

      <m:math display="block">
	<m:apply>
	  <m:ci><m:mo>⇔</m:mo></m:ci>
	</m:apply>
	<m:apply>
	  <m:eq/>
	  <m:cn>2</m:cn>
	  <m:apply>
	    <m:plus/>
	      <m:apply>
	      <m:power/>
	      <m:apply>
		<m:abs/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:ci>ω</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:power/>
	      <m:apply>
		<m:abs/>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:exp/>
		    <m:apply>
		      <m:times/>
		      <m:imaginaryi/>
		      <m:apply>
			<m:minus/>
			<m:pi/>
			<m:ci>ω</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      where the last property invokes the fact that 
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">h</m:ci>
	    <m:ci>n</m:ci>
	  </m:apply>
	  <m:reals/>
	</m:apply>
      </m:math> and that real-valued impulse responses yield
      conjugate-symmetric DTFTs.  Thus we find that
      <m:math>
	<m:apply>
	  <m:ci type="fn" class="discrete">h</m:ci>
	  <m:ci>n</m:ci>
	</m:apply>
      </m:math> are the impulse response coefficients of a
      power-symmetric filter.  Recall that this property was also
      shared by the analysis filters in an orthogonal
      perfect-reconstruction FIR filterbank.
    </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="sec1para8">
      Given orthonormality at level
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>k</m:ci>
	  <m:cn>0</m:cn>
	</m:apply>
      </m:math>, we have now derived a condition on
      <m:math>
	<m:apply>
	  <m:ci type="fn" class="discrete">h</m:ci>
	  <m:ci>n</m:ci>
	</m:apply>
      </m:math> which is necessary and sufficient for orthonormality
      at level
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>k</m:ci>
	  <m:cn>1</m:cn>
	</m:apply>
      </m:math>.  Yet the same condition is necessary and sufficient
      for orthonormality at level 
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>k</m:ci>
	  <m:cn>2</m:cn>
	</m:apply>
      </m:math>:

      <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="eqn15">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">δ</m:ci>
	      <m:ci>m</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:scalarproduct/>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>φ</m:mi>
		    <m:mrow>
		      <m:mn>2</m:mn>
		      <m:mo>,</m:mo>
		      <m:mn>0</m:mn>
		    </m:mrow>
		  </m:msub></m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>φ</m:mi>
		    <m:mrow>
		      <m:mn>2</m:mn>
		      <m:mo>,</m:mo>
		      <m:mi>m</m:mi>
		    </m:mrow>
		  </m:msub></m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:scalarproduct/>
	      <m:apply>
		<m:sum/>
		<m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
		<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:ci type="fn"><m:msub>
			<m:mi>φ</m:mi>
			<m:mrow>
			  <m:mn>1</m:mn>
			  <m:mo>,</m:mo>
			  <m:mi>n</m:mi>
			</m:mrow>
		      </m:msub></m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:sum/>
		<m:domainofapplication>
		  <m:ci>ℓ</m:ci>
		</m:domainofapplication>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn" class="discrete">h</m:ci>
		    <m:ci>ℓ</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn"><m:msub>
			<m:mi>φ</m:mi>
			<m:mrow>
			  <m:mn>1</m:mn>
			  <m:mo>,</m:mo>
			  <m:mrow>
			    <m:mi>ℓ</m:mi>
			    <m:mo>+</m:mo>
			    <m:mn>2</m:mn>
			    <m:mo/>
			    <m:mi>m</m:mi>
			  </m:mrow>
			</m:mrow>
		      </m:msub></m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:sum/>
	      <m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
	      <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:sum/>
		  <m:domainofapplication>
		    <m:ci>ℓ</m:ci>
		  </m:domainofapplication>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:ci type="fn" class="discrete">h</m:ci>
		      <m:ci>ℓ</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:scalarproduct/>
		      <m:apply>
			<m:ci type="fn"><m:msub>
			    <m:mi>φ</m:mi>
			    <m:mrow>
			      <m:mn>1</m:mn>
			      <m:mo>,</m:mo>
			      <m:mi>n</m:mi>
			    </m:mrow>
			  </m:msub></m:ci>
			<m:ci>t</m:ci>
		      </m:apply>
		      <m:apply>
			<m:ci type="fn"><m:msub>
			    <m:mi>φ</m:mi>
			    <m:mrow>
			      <m:mn>1</m:mn>
			      <m:mo>,</m:mo>
			      <m:mrow>
				<m:mi>ℓ</m:mi>
				<m:mo>+</m:mo>
				<m:mn>2</m:mn>
				<m:mo/>
				<m:mi>m</m:mi>
			      </m:mrow>
			    </m:mrow>
			  </m:msub></m:ci>
			<m:ci>t</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:sum/>
	      <m:bvar><m:ci>n</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" class="discrete">h</m:ci>
		  <m:ci>n</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn" class="discrete">h</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>n</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:apply>
	</m:math>
      </equation>
      where
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">δ</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:ci>n</m:ci>
	      <m:apply>
		<m:plus/>
		<m:ci>ℓ</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:scalarproduct/>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mn>1</m:mn>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mn>1</m:mn>
		    <m:mo>,</m:mo>
		    <m:mrow>
		      <m:mi>ℓ</m:mi>
		      <m:mo>+</m:mo>
		      <m:mn>2</m:mn>
		      <m:mo/>
		      <m:mi>m</m:mi>
		    </m:mrow>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>.  Using induction, we conclude that the previous
      condition will be necessary and sufficient for orthonormality
      of
      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math> for all 
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:ci>k</m:ci>
	  <m:integers/>
	</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="p9">
      To find conditions on
      <m:math>
	<m:set>
	  <m:apply>
	    <m:ci type="fn" class="discrete">g</m:ci>
	    <m:ci>n</m:ci>
	  </m:apply>
	</m:set>
      </m:math> ensuring that the set 
      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>ψ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math> is orthonormal at every
      <m:math><m:ci>k</m:ci></m:math>, we can repeat the steps above
      but with
      <m:math>
	<m:apply>
	  <m:ci type="fn" class="discrete">g</m:ci>
	  <m:ci>n</m:ci>
	</m:apply>
      </m:math> replacing 
      <m:math>
	<m:apply>
	  <m:ci type="fn" class="discrete">h</m:ci>
	  <m:ci>n</m:ci>
	</m:apply>
      </m:math>, 
      <m:math>
	<m:apply>
	  <m:ci type="fn"><m:msub>
	      <m:mi>ψ</m:mi>
	      <m:mrow>
		<m:mi>k</m:mi>
		<m:mo>,</m:mo>
		<m:mi>n</m:mi>
	      </m:mrow>
	    </m:msub></m:ci>
	  <m:ci>t</m:ci>
	</m:apply>
      </m:math> replacing
      <m:math> 
	<m:apply>
	  <m:ci type="fn"><m:msub>
	      <m:mi>φ</m:mi>
	      <m:mrow>
		<m:mi>k</m:mi>
		<m:mo>,</m:mo>
		<m:mi>n</m:mi>
	      </m:mrow>
	    </m:msub></m:ci>
	  <m:ci>t</m:ci>
	</m:apply>
      </m:math>, and the wavelet-scaling equation replacing the
      scaling equation.  This yields 

      <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="eq15">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn" class="discrete">δ</m:ci>
	      <m:ci>m</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:sum/>
	      <m:bvar><m:ci>n</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" class="discrete">g</m:ci>
		  <m:ci>n</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn" class="discrete">g</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>n</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:apply>
	</m:math>
      </equation>

      <m:math display="block">
	<m:apply>
	  <m:ci><m:mo>⇔</m:mo></m:ci>
	</m:apply>
	<m:apply>
	  <m:eq/>
	  <m:cn>2</m:cn>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>z</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      Next derive a condition which guarantees that
      <m:math>
	<m:apply>
	  <m:ci><m:mo>⊥</m:mo></m:ci>
	  <m:ci><m:msub>
	      <m:mi>W</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub></m:ci>
	  <m:ci><m:msub>
	      <m:mi>V</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub></m:ci>
	</m:apply>
      </m:math>, as required by our definition 
      <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:ci><m:msubsup>
	      <m:mi>V</m:mi>
	      <m:mi>k</m:mi>
	      <m:mo>⊥</m:mo>
	    </m:msubsup></m:ci>
	</m:apply>
      </m:math>, for all 
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:ci>k</m:ci>
	  <m:integers/>
	</m:apply>
      </m:math>.  Note that, for any 
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:ci>k</m:ci>
	  <m:integers/>
	</m:apply>
      </m:math>, 
      <m:math>
	<m:apply>
	  <m:ci><m:mo>⊥</m:mo></m:ci>
	  <m:ci><m:msub>
	      <m:mi>W</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub></m:ci>
	  <m:ci><m:msub>
	      <m:mi>V</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub></m:ci>
	</m:apply>
      </m:math> is guaranteed by 
      <m:math>
	<m:apply>
	  <m:ci><m:mo>⊥</m:mo></m:ci>
	  <m:set>
	    <m:bvar>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>ψ</m:mi>
		    <m:mrow>
		      <m:mi>k</m:mi>
		      <m:mo>,</m:mo>
		      <m:mi>n</m:mi>
		    </m:mrow>
		  </m:msub></m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:bvar>
	    <m:condition>
	      <m:apply>
		<m:in/>
		<m:ci>n</m:ci>
		<m:integers/>
	      </m:apply>
	    </m:condition>
	  </m:set>
	  <m:set>
	    <m:bvar>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>φ</m:mi>
		    <m:mrow>
		      <m:mi>k</m:mi>
		      <m:mo>,</m:mo>
		      <m:mi>n</m:mi>
		    </m:mrow>
		  </m:msub></m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:bvar>
	    <m:condition>
	      <m:apply>
		<m:in/>
		<m:ci>n</m:ci>
		<m:integers/>
	      </m:apply>
	    </m:condition>
	  </m:set>
	</m:apply>
      </m:math> which is equivalent to 

      <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="eqn16">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:cn>0</m:cn>
	    <m:apply>
	      <m:scalarproduct/>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>ψ</m:mi>
		    <m:mrow>
		      <m:mrow>
			<m:mi>k</m:mi>
			<m:mo>+</m:mo>
			<m:mn>1</m:mn>
		      </m:mrow>
		      <m:mo>,</m:mo>
		      <m:mn>0</m:mn>
		    </m:mrow>
		  </m:msub></m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn"><m:msub>
		    <m:mi>φ</m:mi>
		    <m:mrow>
		      <m:mrow>
			<m:mi>k</m:mi>
			<m:mo>+</m:mo>
			<m:mn>1</m:mn>
		      </m:mrow>
		      <m:mo>,</m:mo>
		      <m:mi>m</m:mi>
		    </m:mrow>
		  </m:msub></m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:scalarproduct/>
	      <m:apply>
		<m:sum/>
		<m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn" class="discrete">g</m:ci>
		    <m:ci>n</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn"><m:msub>
			<m:mi>φ</m:mi>
			<m:mrow>
			  <m:mi>k</m:mi>
			  <m:mo>,</m:mo>
			  <m:mi>n</m:mi>
			</m:mrow>
		      </m:msub></m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:sum/>
		<m:domainofapplication>
		  <m:ci>ℓ</m:ci>
		</m:domainofapplication>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn" class="discrete">h</m:ci>
		    <m:ci>ℓ</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn"><m:msub>
			<m:mi>φ</m:mi>
			<m:mrow>
			  <m:mi>k</m:mi>
			  <m:mo>,</m:mo>
			  <m:mrow>
			    <m:mi>ℓ</m:mi>
			    <m:mo>+</m:mo>
			    <m:mn>2</m:mn>
			    <m:mo/>
			    <m:mi>m</m:mi>
			  </m:mrow>
			</m:mrow>
		      </m:msub></m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:sum/>
	      <m:domainofapplication><m:ci>n</m:ci></m:domainofapplication>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn" class="discrete">g</m:ci>
		  <m:ci>n</m:ci>
		</m:apply>
		<m:apply>
		  <m:sum/>
		  <m:domainofapplication>
		    <m:ci>ℓ</m:ci>
		  </m:domainofapplication>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:ci type="fn" class="discrete">h</m:ci>
		      <m:ci>ℓ</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:scalarproduct/>
		      <m:apply>
			<m:ci type="fn"><m:msub>
			    <m:mi>φ</m:mi>
			    <m:mrow>
			      <m:mi>k</m:mi>
			      <m:mo>,</m:mo>
			      <m:mi>n</m:mi>
			    </m:mrow>
			  </m:msub></m:ci>
			<m:ci>t</m:ci>
		      </m:apply>
		      <m:apply>
			<m:ci type="fn"><m:msub>
			    <m:mi>φ</m:mi>
			    <m:mrow>
			      <m:mi>k</m:mi>
			      <m:mo>,</m:mo>
			      <m:mrow>
				<m:mi>ℓ</m:mi>
				<m:mo>+</m:mo>
				<m:mn>2</m:mn>
				<m:mo/>
				<m:mi>m</m:mi>
			      </m:mrow>
			    </m:mrow>
			  </m:msub></m:ci>
			<m:ci>t</m:ci>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:sum/>
	      <m:domainofapplication>
		<m:ci>n</m:ci>
	      </m:domainofapplication>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn" class="discrete">g</m:ci>
		  <m:ci>n</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn" class="discrete">h</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>n</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:apply>
	</m:math>
      </equation>
      for all <m:math><m:ci>m</m:ci></m:math> where
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">δ</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:ci>n</m:ci>
	      <m:apply>
		<m:plus/>
		<m:ci>ℓ</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:scalarproduct/>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mrow>
		      <m:mi>ℓ</m:mi>
		      <m:mo>+</m:mo>
		      <m:mn>2</m:mn>
		      <m:mo/>
		      <m:mi>m</m:mi>
		    </m:mrow>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>.  In other words, a 2-downsampled version of
      <m:math>
	<m:apply>
	  <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#convolve"/>
	  <m:apply>
	    <m:ci type="fn" class="discrete">g</m:ci>
	    <m:ci>n</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:ci type="fn" class="discrete">h</m:ci>
	    <m:apply>
	      <m:minus/>
	      <m:ci>n</m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math> must consist only of zeros.  This necessary and
      sufficient condition can be restated in the frequency domain
      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="eqn17">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:cn>0</m:cn>
	    <m:apply>
	      <m:times/>
	      <m:cn type="rational">1<m:sep/>2</m:cn>
	      <m:apply>
		<m:sum/>
		<m:bvar><m:ci>p</m:ci></m:bvar>
		<m:lowlimit><m:cn>0</m:cn></m:lowlimit>
		<m:uplimit><m:cn>1</m:cn></m:uplimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn">G</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:apply>
			<m:power/>
			<m:ci>z</m:ci>
			<m:cn type="rational">1<m:sep/>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:cn>2</m:cn>
			    </m:apply>
			    <m:ci>p</m:ci>
			  </m:apply>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:apply>
		      <m:times/>
		      <m:apply>
			<m:power/>
			<m:ci>z</m:ci>
			<m:apply>
			  <m:minus/>
			  <m:cn type="rational">1<m:sep/>2</m:cn>
			</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:cn>2</m:cn>
			  </m:apply>
			  <m:ci>p</m:ci>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>

      <m:math display="block">
	<m:apply>
	  <m:ci><m:mo>⇔</m:mo></m:ci>
	</m:apply>
	<m:apply>
	  <m:eq/>
	  <m:cn>0</m:cn>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn type="rational">1<m:sep/>2</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:cn type="rational">1<m:sep/>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn type="rational">1<m:sep/>2</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:cn type="rational">1<m:sep/>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>

      <m:math display="block">
	<m:apply>
	  <m:ci><m:mo>⇔</m:mo></m:ci>
	</m:apply>
	<m:apply>
	  <m:eq/>
	  <m:cn>0</m:cn>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>z</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>

      The choice

      <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="eq16">
	<m:math>
	  <m:apply>
	    <m:forall/>
	    <m:bvar><m:mtext>odd P</m:mtext></m:bvar>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci><m:mo>±</m:mo></m:ci>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:ci>P</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn">H</m:ci>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:minus/>
			<m:ci>z</m:ci>
		      </m:apply>
		      <m:cn>-1</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
      satisfies our condition, since

      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>z</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>

	  <m:apply>
	    <m:mo>∓</m:mo>
	    <m:apply>
	      <m:ci><m:mo>±</m:mo></m:ci>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>P</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:apply>
		      <m:minus/>
		      <m:ci>z</m:ci>
		    </m:apply>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>

	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:power/>
		<m:ci>z</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>P</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:apply>
		    <m:minus/>
		    <m:ci>z</m:ci>
		  </m:apply>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <m:cn>0</m:cn>
	</m:apply>
      </m:math>
      In the time domain, the condition on 
      <m:math>
	<m:apply>
	  <m:ci type="fn">G</m:ci>
	  <m:ci>z</m:ci>
	</m:apply>
      </m:math> and  
      <m:math>
	<m:apply>
	  <m:ci type="fn">H</m:ci>
	  <m:ci>z</m:ci>
	</m:apply>
      </m:math> can be expressed

      <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="eq20">
	<m:math>
	  <m:apply>
	    <m:forall/>
	    <m:bvar><m:mtext>odd P</m:mtext></m:bvar>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn" class="discrete">g</m:ci>
		<m:ci>n</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci><m:mo>±</m:mo></m:ci>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:cn>-1</m:cn>
		    <m:ci>n</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn" class="discrete">h</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:ci>P</m:ci>
		      <m:ci>n</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <m:mtext>.</m:mtext>
	</m:math>
      </equation>
      
      Recall that this property was satisfied by the analysis
      filters in an orthogonal perfect reconstruction FIR
      filterbank.
    </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="p10">
      Note that the two conditions

      <m:math display="block">
	<m:apply>
	  <m:forall/>
	  <m:bvar><m:mtext>odd P</m:mtext></m:bvar>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">G</m:ci>
	      <m:ci>z</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:ci><m:mo>±</m:mo></m:ci>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>P</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">H</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:apply>
		      <m:minus/>
		      <m:ci>z</m:ci>
		    </m:apply>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>

      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:cn>2</m:cn>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>z</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">H</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      are sufficient to ensure that both 
      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>φ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math>
      and
      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn"><m:msub>
		  <m:mi>ψ</m:mi>
		  <m:mrow>
		    <m:mi>k</m:mi>
		    <m:mo>,</m:mo>
		    <m:mi>n</m:mi>
		  </m:mrow>
		</m:msub></m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:bvar>
	  <m:condition>
	    <m:apply>
	      <m:in/>
	      <m:ci>n</m:ci>
	      <m:integers/>
	    </m:apply>
	  </m:condition>
	</m:set>
      </m:math> are orthonormal for all
      <m:math><m:ci>k</m:ci></m:math> and that
      <m:math>
	<m:apply>
	  <m:ci><m:mo>⊥</m:mo></m:ci>
	  <m:ci><m:msub>
	      <m:mi>W</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub></m:ci>
	  <m:ci><m:msub>
	      <m:mi>V</m:mi>
	      <m:mi>k</m:mi>
	    </m:msub></m:ci>
	</m:apply>
      </m:math> for all <m:math><m:ci>k</m:ci></m:math>, since they
      satisfy the condition
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:cn>2</m:cn>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:ci>z</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>z</m:ci>
		  <m:cn>-1</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>z</m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">G</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:apply>
		    <m:power/>
		    <m:ci>z</m:ci>
		    <m:cn>-1</m:cn>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math> automatically.
    </para>

  </content>
</document>
