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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/">IIR Filtering: Introduction</name>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Swaroop</md:firstname>
      
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    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">difference equation</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">infinite impulse response</md:keyword>
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  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Infinite impulse response (IIR) filters are an alternative to finite impulse response (FIR) filters.  Often, an IIR implementaion can meet a given filter specification with less computation than an FIR implementation, but IIR filters induce nonlinear phase and are more sensitive to numerical problems. </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">
	Like finite impulse-response (FIR) filters, <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/">infinite
	impulse-response</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/">IIR</term>) filters are
	<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/">linear time-invariant</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/">LTI</term>) systems
	that can recreate a large range of different frequency
	responses.  Compared to FIR filters, IIR filters have both
	advantages and disadvantages.  On one hand, implementing an
	IIR filter with certain stopband-attenuation and
	transition-band requirements typically requires far fewer
	filter taps than an FIR filter meeting the same
	specifications.  This leads to a significant reduction in the
	computational complexity required to achieve a given frequency
	response.  However, the poles in the transfer function require
	feedback to implement an IIR system.  In addition to inducing
	nonlinear phase in the filter (delaying different frequency
	input signals by different amounts), the feedback introduces
	complications in implementing IIR filters on a fixed-point
	processor.  Some of these complications are explored 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="m10813">IIR Filtering: Filter-Coefficient
	Quanitization Exercise in MATLAB</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="p3">
	Later, in the processor exercise, you will explore the
	advantages and disadvantages of IIR filters by implementing
	and examining a fourth-order IIR system on a fixed-point DSP.
	The IIR filter should be implemented as a cascade of two
	second-order, Direct Form II sections.  The data flow for a
	second-order, Direct-Form II section, or <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/">bi-quad</term>,
	is shown 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/" target="fig1"/>.  Note that in Direct Form
	II, the states (delayed samples) are neither the input nor the
	output samples, but are instead the intermediate values
	<m:math>
	  <m:apply>
	    <m:ci type="fn" class="discrete">w</m:ci>
	    <m:ci>n</m:ci>
	  </m:apply>
	</m:math>.
      </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="iir_DFIInew.png"/>
	<caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Second-order, Direct Form II section</caption>
      </figure>
    </section>
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