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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/">m12 - The Discrete-Time Fourier Transform</name>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">C.</md:firstname>
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      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">csb@rice.edu</md:email>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Doug</md:firstname>
      
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    <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>
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  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">The Discrete Time Fourier Transform is a generalization of the DFT to allow infinite duration signals.  This results in a continuous frequency description rather than the discrete frequencies of the DFT.</md:abstract>
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<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="id5665127">
   
   
</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="id5665131">
<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 Discrete-Time Fourier Transform</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="id5665140">
</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="id5665144">
   In addition to finite length signals, there are many practical problems where
   we must be able to analyze and process essentially infinitely long sequences.
   For continuous-time signals, the Fourier series is used for finite length
   signals and the Fourier transform or integral is used for infinitely long
   signals. For discrete-time signals, we have the DFT for finite length signals
   and we now present the discrete-time Fourier transform (DTFT) for infinitely
   long signals or signals that are longer than we want to specify
   <cite xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="#md5330695f7c0f60f05ca2369aed99034af"/>. The DTFT can be
   developed as an extension of the DFT as
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   goes to infinity or the DTFT can be independently defined and then the DFT
   shown to be a special case of it. We will do the latter. Some of these
   concepts are discussed further in Chapter
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</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="id5786733">
<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/">Definition of the DTFT</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="id5620242">
   The DTFT of a possibly infinitely long real (or complex) valued sequence
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   is defined to be
   
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   and its inverse denoted IDTFT is given by
   
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   Verification by substitution is more difficult than for the DFT. Here
   convergence and the interchange of order of the sum and integral are serious
   questions and have been the topics of research over many years. Discussions of
   the Fourier transform and series for engineering applications can be found in
   <cite xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="#md56efa61ac814aaa15937e00fd4ad01f80"/><cite xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="#md59dbe5c1067a3050a90ea91f191045757"/>.
   It is necessary to allow distributions or delta functions to be used to gain
   the full benefit of the Fourier transform.
</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="id5687315">
   Note that the definition of the DTFT and IDTFT are the same as the definition
   of the IFS and FS respectively. Since the DTFT is a continuous periodic
   function of
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     <m:mrow>
       <m:mi>ω</m:mi>
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   its Fourier series is a discrete set of values which turn out to be the
   original signal. This duality can be helpful in developing properties and
   gaining insight into various problems. The conditions on a function to
   determine if it can be expanded in a FS are exactly the conditions on a
   desired frequency response or spectrum that will determine if a signal exists
   to realize or approximate it.
</para>
</section>
<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="id5687344">
<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/">Examples of DTFT</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="id5687354">
   As was true for the DFT, insight and intuition is developed by understanding
   the properties and a few examples of the DTFT. Several examples are given
   below and more can be found in the literature
   <cite xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="#md5330695f7c0f60f05ca2369aed99034af"/><cite xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="#md56efa61ac814aaa15937e00fd4ad01f80"/><cite xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" src="#md59dbe5c1067a3050a90ea91f191045757"/>.
   Remember that while in the case of the DFT signals were defined on the region
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   and values outside that region were periodic extensions, here the signals are
   defined over all integers and are not periodic unless explicitly stated. The
   spectrum is periodic with period
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</para>
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         for all frequencies.
      
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            <m:mrow>
              <m:mi>δ</m:mi>
              <m:mo/>
              <m:mrow>
                <m:mo fence="true" form="prefix" stretchy="false">(</m:mo>
                <m:mrow>
                  <m:mi>ω</m:mi>
                  <m:mo form="infix">+</m:mo>
                  <m:msub>
                    <m:mi>ω</m:mi>
                    <m:mn>0</m:mn>
                  </m:msub>
                </m:mrow>
                <m:mo fence="true" form="postfix" stretchy="false">)</m:mo>
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          <m:mo fence="true" form="postfix" stretchy="false">]</m:mo>
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         <m:math display="inline">
        <m:mrow>
          <m:mrow>
            <m:mi>D</m:mi>
            <m:mo/>
            <m:mi>T</m:mi>
            <m:mo/>
            <m:mi>F</m:mi>
            <m:mo/>
            <m:mi>T</m:mi>
            <m:mo/>
            <m:mrow>
              <m:mo fence="true" form="prefix" stretchy="false">{</m:mo>
              <m:mrow>
                <m:msub>
                  <m:mo form="infix">⊓</m:mo>
                  <m:mi>M</m:mi>
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                  <m:mo fence="true" form="prefix" stretchy="false">(</m:mo>
                  <m:mi>n</m:mi>
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              <m:mo fence="true" form="postfix" stretchy="false">}</m:mo>
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          </m:mrow>
          <m:mo form="infix">=</m:mo>
          <m:mfrac>
            <m:mrow>
              <m:mi mathcolor="gray">sin</m:mi>
              <m:mo/>
              <m:mrow>
                <m:mo fence="true" form="prefix" stretchy="false">(</m:mo>
                <m:mrow>
                  <m:mi>ω</m:mi>
                  <m:mo/>
                  <m:mi>M</m:mi>
                  <m:mo/>
                  <m:mrow>
                    <m:mi>k</m:mi>
                    <m:mo form="infix">/</m:mo>
                    <m:mn>2</m:mn>
                  </m:mrow>
                </m:mrow>
                <m:mo fence="true" form="postfix" stretchy="false">)</m:mo>
              </m:mrow>
            </m:mrow>
            <m:mrow>
              <m:mi mathcolor="gray">sin</m:mi>
              <m:mo/>
              <m:mrow>
                <m:mo fence="true" form="prefix" stretchy="false">(</m:mo>
                <m:mrow>
                  <m:mi>ω</m:mi>
                  <m:mo/>
                  <m:mrow>
                    <m:mi>k</m:mi>
                    <m:mo form="infix">/</m:mo>
                    <m:mn>2</m:mn>
                  </m:mrow>
                </m:mrow>
                <m:mo fence="true" form="postfix" stretchy="false">)</m:mo>
              </m:mrow>
            </m:mrow>
          </m:mfrac>
        </m:mrow>
      </m:math>
      
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<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="id5688657">
   
   
</para>
</section>
</section>
</content>
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<bib:book><bib:author>A. V. Oppenheim and R. W. Schafer</bib:author>
<bib:title>Discrete-Time Signal Processing</bib:title>
<bib:publisher>Prentice-Hall</bib:publisher>
<bib:year>1989</bib:year>
<bib:address>Englewood Cliffs, NJ</bib:address>
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<bib:book><bib:author>A. Papoulis</bib:author>
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<bib:publisher>McGraw-Hill</bib:publisher>
<bib:year>1962</bib:year>
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<bib:book><bib:author>R. N. Bracewell</bib:author>
<bib:title>The Fourier Transform and Its Applications</bib:title>
<bib:publisher>McGraw-Hill</bib:publisher>
<bib:year>1985</bib:year>
<bib:address>New York</bib:address>
<bib:edition>Third</bib:edition>
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