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  <name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Spectrum Analyzer: Introduction to Fast Fourier Transform</name>
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  <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/">discrete Fourier transform</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">DFT</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">fast Fourier transform</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">FFT</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">discrete time Fourier transform</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">DTFT</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">spectral analysis</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">block-based algorithms</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">boxcar</md:keyword>
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    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mainlobe</md:keyword>
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    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">twiddle-factor</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">bit-reversed</md:keyword>
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  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">The Fast Fourier transform (FFT) is an efficient algorithm for computing the Discrete Fourier Transform.  The FFT is a block-based algorithm.  

</md:abstract>
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    <section xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="sec1">
      <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/">Introduction</name>
      <para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="p2">
	The <term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Fast Fourier Transform</term> (<term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">FFT</term>) can
	be used to analyze the spectral content of a signal.  Recall
	that the FFT is an efficient algorithm for computing the
	<term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Discrete Fourier Transform</term> (<term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">DFT</term>), a
	frequency-sampled version of the <term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">DTFT</term>.
      </para>
      <section xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="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/">DFT</name>
	<para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="p3">
	  <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="eqn1">
	    <m:math>
	      <m:apply>
		<m:eq/>
		<m:apply>
		  <m:ci type="fn" class="discrete">X</m:ci>
		  <m:ci>k</m:ci>
		</m:apply>
		<m:apply>
		  <m:sum/>
		  <m:bvar>
		    <m:ci>n</m:ci>
		  </m:bvar>
		  <m:lowlimit>
		    <m:cn>0</m:cn>
		  </m:lowlimit>
		  <m:uplimit>
		    <m:apply>
		      <m:minus/>
		      <m:ci>N</m:ci>
		      <m:cn>1</m:cn>
		    </m:apply>
		  </m:uplimit>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:ci type="fn" class="discrete">x</m:ci>
		      <m:ci>n</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:exp/>
		      <m:apply>
			<m:minus/>
			<m:apply>	
			  <m:times/>
			  <m:imaginaryi/>
			  <m:apply>
			    <m:divide/>
			    <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			    </m:apply>
			    <m:ci>N</m:ci>
			  </m:apply>
			  <m:ci>n</m:ci>
			  <m:ci>k</m:ci>
			</m:apply>
		      </m:apply>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </equation> where
	  <m:math>
	    <m:apply>
	      <m:in/>
	      <m:apply>
		<m:and/>
		<m:ci>n</m:ci>
		<m:ci>k</m:ci>
	      </m:apply>
	      <m:set>
		<m:cn>0</m:cn>
		<m:cn>1</m:cn>
		<m:ci>…</m:ci>
		<m:apply>
		  <m:minus/>
		  <m:ci>N</m:ci>
		  <m:cn>1</m:cn>
		</m:apply>
	      </m:set>
	    </m:apply>
	  </m:math>
	</para>
      </section>
      <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="p4">
	Because the FFT is a block-based algorithm, its computation is
	performed at the block I/O rate, in contrast to other
	exercises in which processing occurred on a sample-by-sample
	basis.
      </para>
    </section>
  </content>
  </document>
