<?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="new0">
  <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/">The Wavelet Scaling Equation</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/">2005/10/05 15:35:19.970 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/">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="sec1para2">
      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/">difference</emphasis> in detail between 
      <m:math>
	<m:ci><m:msub>
	    <m:mi>V</m:mi>
	    <m:mi>k</m:mi>
	  </m:msub></m:ci>
      </m:math>
      and 
      <m:math>
	<m:ci><m:msub>
	    <m:mi>V</m:mi>
	    <m:mrow>
	      <m:mi>k</m:mi>
	      <m:mo>−</m:mo>
	      <m:mn>1</m:mn>
	    </m:mrow>
	  </m:msub></m:ci>
      </m:math>
      will be described using
      <m:math>
	<m:ci><m:msub>
	    <m:mi>W</m:mi>
	    <m:mi>k</m:mi>
	  </m:msub></m:ci>
      </m:math>
      , the orthogonal complement of
      <m:math>
	<m:ci><m:msub>
	    <m:mi>V</m:mi>
	    <m:mi>k</m:mi>
	  </m:msub></m:ci>
      </m:math>
      in
      <m:math>
	<m:ci><m:msub>
	    <m:mi>V</m:mi>
	    <m:mrow>
	      <m:mi>k</m:mi>
	      <m:mo>−</m:mo>
	      <m:mn>1</m:mn>
	    </m:mrow>
	  </m:msub></m:ci>
      </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="eq06">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:ci><m:msub>
		<m:mi>V</m:mi>
		<m:mrow>
		  <m:mi>k</m:mi>
		  <m:mo>−</m:mo>
		  <m:mn>1</m:mn>
		</m:mrow>
	      </m:msub></m:ci>
	    <m:apply>
	      <m:xor/>
	      <m:ci><m:msub>
		  <m:mi>V</m:mi>
		  <m:mi>k</m:mi>
		</m:msub></m:ci>
	      <m:ci><m:msub>
		  <m:mi>W</m:mi>
		  <m:mi>k</m:mi>
		</m:msub></m:ci>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation> 
      
      At times it will be convenient to write
      <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>.  This concept is illustrated in the set-theoretic
      diagram, <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/" target="fig1" strength="9"/>.
    </para>

    <figure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="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="image/png" src="wavelet_scaling_set.png"/>
    </figure>

    <para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="sec1para3">
      Suppose now that, for each
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:ci>k</m:ci>
	  <m:integers/>
	</m:apply>
      </m:math>, we construct an orthonormal basis for
      <m:math>
	<m:ci><m:msub>
	    <m:mi>W</m:mi>
	    <m:mi>k</m:mi>
	  </m:msub></m:ci>
      </m:math>
      and denote it by
      <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>.  It turns out that, because every
      <m:math>
	<m:ci><m:msub>
	    <m:mi>V</m:mi>
	    <m:mi>k</m:mi>
	  </m:msub></m:ci>
      </m:math>
      has a basis constructed from shifts and stretches of a mother
      scaling function (<foreign xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">i.e.</foreign>, 
      <m:math>
	<m:apply>
	  <m:eq/>
	  <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:times/>
	    <m:apply>
	      <m:power/>
	      <m:cn>2</m:cn>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:divide/>
		  <m:ci>k</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">φ</m:ci>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:cn>2</m:cn>
		    <m:apply>
		      <m:minus/>
		      <m:ci>k</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>n</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>, every
      <m:math>
	<m:ci><m:msub>
	    <m:mi>W</m:mi>
	    <m:mi>k</m:mi>
	  </m:msub></m:ci>
      </m:math>
      has a basis that can be constructed from shifts and stretches
      of a "mother wavelet"
      <m:math>
	<m:apply>
	  <m:in/>
	  <m:apply>
	    <m:ci type="fn">ψ</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	  <m:ci type="set"><m:msub>
	      <m:mi>ℒ</m:mi>
	      <m:mn>2</m:mn>
	    </m:msub></m:ci>
	</m:apply>
      </m:math>:

      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <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:apply>
	    <m:times/>
	    <m:apply>
	      <m:power/>
	      <m:cn>2</m:cn>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:divide/>
		  <m:ci>k</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">ψ</m:ci>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:power/>
		    <m:cn>2</m:cn>
		    <m:apply>
		      <m:minus/>
		      <m:ci>k</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>n</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
	<m:mtext>.</m:mtext>
      </m:math>

      The Haar system will soon provide us with a concrete example
      <!-- good place for cnxn but to where?-->.
    </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="p2">
      Let's focus, for the moment, on the specific case
      <m:math>
	<m:apply>
	  <m:eq/>
	  <m:ci>k</m:ci>
	  <m:cn>1</m:cn>
	</m:apply>
      </m:math>.  Since 
      <m:math>
	<m:apply>
	  <m:prsubset/>
	  <m:ci><m:msub><m:mi>W</m:mi><m:mn>1</m:mn></m:msub></m:ci>
	  <m:ci><m:msub><m:mi>V</m:mi><m:mn>0</m:mn></m:msub></m:ci>
	</m:apply>
      </m:math>, there must exist 
      
      <m:math>
	<m:set>
	  <m:bvar>
	    <m:apply>
	      <m:ci type="fn" class="discrete">g</m:ci>
	      <m:ci>n</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>
      such that:

      <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="eq07">
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">
		<m:msub>
		  <m:mi>ψ</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: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">
		    <m:msub>
		      <m:mi>φ</m:mi>
		      <m:mrow>
			<m:mn>0</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:math>
      </equation>
      
      <m:math display="block">
	<m:apply>
	  <m:mo>⇔</m:mo>
	</m:apply>
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:divide/>
	      <m:cn>1</m:cn>
	      <m:apply>
		<m:root/>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">ψ</m:ci>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:cn>2</m:cn>
		</m:apply>
		<m:ci>t</m:ci>
	      </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">g</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: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="eq09">
	<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/">Wavelet Scaling Equation</name>
	<m:math>
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">ψ</m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:root/>
		<m:cn>2</m:cn>
	      </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">φ</m:ci>
		    <m:apply>
		      <m:minus/>
		      <m:apply>
			<m:times/>
			<m:cn>2</m:cn>
			<m:ci>t</m:ci>
		      </m:apply>
		      <m:ci>n</m:ci>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
      To be a valid scaling-function/wavelet pair, 
      <m:math>
	<m:apply>
	  <m:ci type="fn">φ</m:ci>
	  <m:ci>t</m:ci>
	</m:apply>
      </m:math> and 
      <m:math>
	<m:apply>
	  <m:ci type="fn">ψ</m:ci>
	  <m:ci>t</m:ci>
	</m:apply>
      </m:math> must obey the wavelet scaling equation for some
      coefficient set
      <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>.
    </para>

  </content>
</document>
