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<!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="m11219">
  
  <name>Bandwidth Considerations</name>
  
  <metadata>
  <md:version>1.5</md:version>
  <md:created>2003/05/23</md:created>
  <md:revised>2003/09/08 11:51:06.935 GMT-5</md:revised>
  <md:authorlist>
    <md:author id="dhj">
      <md:firstname>Don</md:firstname>
      
      <md:surname>Johnson</md:surname>
      <md:email>dhj@rice.edu</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="dhj">
      <md:firstname>Don</md:firstname>
      
      <md:surname>Johnson</md:surname>
      <md:email>dhj@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="kclarks">
      <md:firstname>Kyle</md:firstname>
      
      <md:surname>Clarkson</md:surname>
      <md:email>kclarks@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="lizzardg">
      <md:firstname>Elizabeth</md:firstname>
      
      <md:surname>Gregory</md:surname>
      <md:email>lizzardg@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="kevinduh">
      <md:firstname>Kevin</md:firstname>
      
      <md:surname>Duh</md:surname>
      <md:email>kevinduh@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="mariyah">
      <md:firstname>Mariyah</md:firstname>
      
      <md:surname>Poonawala</md:surname>
      <md:email>mariyah@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="mjeanes">
      <md:firstname>Matthew</md:firstname>
      
      <md:surname>Jeanes</md:surname>
      <md:email>mjeanes@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="jsilv">
      <md:firstname>Jeffrey</md:firstname>
      
      <md:surname>Silverman</md:surname>
      <md:email>jsilv@rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>stochasitc process</md:keyword>
    <md:keyword>random binary wave</md:keyword>
    <md:keyword>power density spectrum</md:keyword>
    <md:keyword>PSK</md:keyword>
    <md:keyword>ASK</md:keyword>
    <md:keyword>FSK</md:keyword>
    <md:keyword>bandwidth</md:keyword>
    <md:keyword>Kary</md:keyword>
  </md:keywordlist>

  <md:abstract/>
</metadata>

  <content>
    <para id="para1">
      Performance is not the only consideration in designing signal
      sets. The channel model has been assumed to have inifinite
      bandwidth: No matter what signal set is used by the trasnmitter,
      the waveforms of the signal portion of the received signal
      arrive at the receiver unaltered. Such a simple model may not be
      true and the bandwidth occupied by the signaling scheme is
      usually a consideration. The bandwidth occupied by an FSK scheme
      is difficult to analyze. Needless to say that the dominant
      contribution to this bandwidth is due to the frequency
      separation between the signals in the signal set. The bandwidth
      of ASK and PSK signal sets can be analyzed. The transmitted
      signal resulting from using these signal sets is given by the
      stochastic process
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">
	      <m:msup>
		<m:mi>s</m:mi>
		<m:mi>ASK</m:mi>
	      </m:msup>
	    </m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:divide/>
	      <m:apply>
		<m:plus/>
		<m:ci>
		  <m:msub>
		    <m:mi>X</m:mi>
		    <m:mi>t</m:mi>
		  </m:msub>
		</m:ci>
		<m:cn>1</m:cn>
	      </m:apply>
		<m:cn>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:root/>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:ci>E</m:ci>
		</m:apply>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:sin/>
	      <m:apply>
		<m:plus/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>
		    <m:msub>
		      <m:mi>f</m:mi>
		      <m:mn>0</m:mn>
		    </m:msub>
		  </m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>θ</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">
	      <m:msup>
		<m:mi>s</m:mi>
		<m:mi>PSK</m:mi>
	      </m:msup>
	    </m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:times/>
	    <m:ci>
	      <m:msub>
		<m:mi>X</m:mi>
		<m:mi>t</m:mi>
	      </m:msub>
	    </m:ci>
	    <m:apply>
	      <m:root/>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:ci>E</m:ci>
		</m:apply>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:sin/>
	      <m:apply>
		<m:plus/>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>
		    <m:msub>
		      <m:mi>f</m:mi>
		      <m:mn>0</m:mn>
		    </m:msub>
		  </m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>θ</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math> 
      where <m:math>
	<m:ci>
	  <m:msub>
	    <m:mi>X</m:mi>
	    <m:mi>t</m:mi>
	  </m:msub>
	</m:ci>
      </m:math> is a stochasitc process defined over each bit interval
      by<note type="footnote">To obtain a stationary process, bit
      interval boundaries must undergo a (common) random shift
      <m:math><m:ci>τ</m:ci></m:math> uniformly distributed over
      <m:math>
	  <m:interval closure="closed-open">
	    <m:cn>0</m:cn>
	    <m:ci>T</m:ci>
	  </m:interval>
	</m:math>.
      </note>

      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:ci>
	    <m:msub>
	      <m:mi>X</m:mi>
	      <m:mi>t</m:mi>
	    </m:msub>
	  </m:ci>
	  <m:apply>
	    <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#stochastic"/>
	    <m:apply>
	      <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#stochasticpiece"/>
	      <m:cn>1</m:cn>
	      <m:cn type="rational">1<m:sep/>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#stochasticpiece"/>
	      <m:cn>-1</m:cn>
	      <m:cn type="rational">1<m:sep/>2</m:cn>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      The values of 
      <m:math>
	<m:ci>
	  <m:msub>
	    <m:mi>X</m:mi>
	    <m:mi>t</m:mi>
	  </m:msub>
	</m:ci>
      </m:math> in each bit interval are statistically
      independent. This process is termed the <term>random binary
      wave</term>. The power density spectrum of <m:math>
	<m:ci>
	  <m:msub>
	    <m:mi>X</m:mi>
	    <m:mi>t</m:mi>
	  </m:msub>
	</m:ci>
      </m:math> is given by
     
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">
	      <m:msub>
		<m:mi>S</m:mi>
		<m:mi>X</m:mi>
	      </m:msub>
	    </m:ci>
	    <m:ci>f</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:divide/>
	      <m:cn>1</m:cn>
	      <m:ci>T</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:power/>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:sin/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		    <m:ci>f</m:ci>
		    <m:ci>T</m:ci>
		  </m:apply>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:cn>2</m:cn>
		  <m:pi/>
		  <m:ci>f</m:ci>
		</m:apply>
	      </m:apply>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      This power density spectrum corresponds to the
      baseband component of PSK signaling. The baseband power density
      spectrum corresponding to ASK signaling is given by
      
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">
	      <m:msub>
		<m:mi>S</m:mi>
		<m:mi>ASK</m:mi>
	      </m:msub>
	    </m:ci>
	    <m:ci>f</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:divide/>
	      <m:cn>1</m:cn>
	      <m:cn>4</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:plus/>
	      <m:apply>
		<m:ci type="fn">δ</m:ci>
		<m:ci>f</m:ci>
	      </m:apply>
	      
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:divide/>
		  <m:cn>1</m:cn>
		  <m:ci>T</m:ci>
		</m:apply>
		<m:apply>
		  <m:power/>
		  <m:apply>
		    <m:divide/>
		    <m:apply>
		      <m:sin/>
		      <m:apply>
			<m:times/>
			<m:cn>2</m:cn>
			<m:pi/>
			<m:ci>f</m:ci>
			<m:ci>T</m:ci>
		      </m:apply>
		    </m:apply>
		    <m:apply>
		      <m:times/>
		      <m:cn>2</m:cn>
		      <m:pi/>
		      <m:ci>f</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
      The power density spectra corresponding to the
      modulated signal sets consist of these power density spectra
      centered about the carrier frequencies 
      <m:math>
	<m:apply>
	  <m:mo>±</m:mo>
	  <m:ci>
	    <m:msub>
	      <m:mi>f</m:mi>
	      <m:mn>0</m:mn>
	    </m:msub>
	  </m:ci>
	</m:apply>
      </m:math>. Consequently, the bandwidth occupied by these
      signaling schemes can be evaluated by considering their baseband
      counterparts. In general terms, the <term src="#bw">bandwidth</term> occupied by both signal sets is
      infinite: These power density spectra are
      <emphasis>not</emphasis> bandlimited.  In practical terms, the
      bandwidth is defined as the range of frequencies which contains
      a specified percentage of the total power.  Using this
      definition, the ASK signal set occupies less bandwidth because
      of the presence of the DC component in the baseband power
      density spectrum. The signal set occupying the smallest
      bandwidth (ASK) has the worst performance (largest
      <m:math>
	<m:ci>
	  <m:msub>
	    <m:mi>P</m:mi>
	    <m:mi>e</m:mi>
	  </m:msub>
	</m:ci>
      </m:math>). The antipodal signal sets occupy the largest
      bandwidth and have the best performance. Consequently, we
      encounter a typical engineering design tradeoff: Better
      performance can be obtained at the expense of bandwidth and vice
      versa.  
    </para>
    
    <section id="kary">
      <name>K-ary Signal Sets</name> 

      <para id="parakary">
	To generalize these results to
	<m:math><m:ci>K</m:ci></m:math>-ary signal sets is
	obvious. The optimum receiver computes
	
	<m:math display="block">
	  <m:apply>
	    <m:forall/>
	    <m:bvar><m:ci>i</m:ci></m:bvar>
	    <m:condition>
	      <m:apply>
		<m:in/>
		<m:ci>i</m:ci>
		<m:set>
		  <m:cn>0</m:cn>
		  <m:ci>…</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:ci>K</m:ci>
		    <m:cn>1</m:cn>
		  </m:apply>
		</m:set>
	      </m:apply>
	    </m:condition>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">
		  <m:msub>
		    <m:mi>ϒ</m:mi>
		    <m:mi>i</m:mi>
		  </m:msub>
		</m:ci>
		<m:ci type="vector">r</m:ci>
	      </m:apply>
	      <m:apply>
		<m:minus/>
		<m:apply>
		  <m:plus/>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:divide/>
		      <m:ci>
			<m:msub>
			  <m:mi>N</m:mi>
			  <m:mn>0</m:mn>
			</m:msub>
		      </m:ci>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:apply>
		      <m:ln/>
		      <m:ci>
			<m:msub>
			  <m:mi>π</m:mi>
			  <m:mi>i</m:mi>
			</m:msub>
		      </m:ci>
		    </m:apply>
		  </m:apply>
		  
		  <m:apply>
		    <m:scalarproduct/>
		    <m:ci type="vector">
		      <m:msub>
			<m:mi>s</m:mi>
			<m:mi>i</m:mi>
		      </m:msub>
		    </m:ci>
		    <m:ci type="vector">r</m:ci>
		  </m:apply>
		</m:apply>
		
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:power/>
		    <m:apply>
		      <m:csymbol definitionURL="http://cnx.rice.edu/cd/cnxmath.ocd#norm"/>
		      <m:ci type="vector">
			<m:msub>
			  <m:mi>s</m:mi>
			  <m:mi>i</m:mi>
			</m:msub>
		      </m:ci>
		    </m:apply>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
	for each <m:math><m:ci>i</m:ci></m:math> and chooses
	the largest. Conceptually, these are no more complicated than
	binary signal sets. The minimum probability of error receiver
	remains a matched filter and has a similar structure to those
	shown previously. However, the computation of the probability of
	error may not be simple.  
      </para>
    </section>
  </content>
  
  <glossary>
    <definition id="bw">
      <term>bandwidth</term>
      <meaning>The range of frequencies which
      contains a specific percentage of the total power.</meaning>
    </definition>
  </glossary>

</document>
