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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:m="http://www.w3.org/1998/Math/MathML" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="m0547"> 

  <name>Digital Communcation System Properties</name>

  <metadata>
  <md:version>2.3</md:version>
  <md:created>2000/08/14</md:created>
  <md:revised>2004/08/05 10:39:03.437 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="jac3">
      <md:firstname>John</md:firstname>
      <md:othername>Austin</md:othername>
      <md:surname>Cottrell</md:surname>
      <md:email>jac3@rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>probability of error</md:keyword>
    <md:keyword>digital communication</md:keyword>
    <md:keyword>information communication</md:keyword>
    <md:keyword>SNR</md:keyword>
    <md:keyword>signal-to-noise-ration</md:keyword>
  </md:keywordlist>

  <md:abstract>Several properties of digital communication systems make them preferable to analog systems.</md:abstract>
</metadata>

  <content>

    <para id="para1">
      Results from the <cnxn document="m0546" strength="6">Receiver
      Error module</cnxn> reveals several properties about digital
      communication systems.

      <list id="list1"> 
	<item>
	  As the received signal becomes increasingly noisy, whether
	  due to increased distance from the transmitter (smaller
	  <m:math display="inline"><m:ci>α</m:ci></m:math>) or
	  to increased noise in the channel (larger

	  <m:math display="inline">
	    <m:ci>
	      <m:msub>
		<m:mi>N</m:mi>
		<m:mn>0</m:mn>
	      </m:msub>
	    </m:ci>
	  </m:math>

	  ), the probability the receiver makes an error approaches
	  <m:math display="inline"><m:cn type="rational">1<m:sep/>2</m:cn></m:math>.  In such
	  situations, the receiver performs only slightly better than
	  the "receiver" that ignores what was transmitted and merely
	  guesses what bit was transmitted.  Consequently, it becomes
	  almost impossible to communicate information when digital
	  channels become noisy.
	</item>

	<item>
	  As the signal-to-noise ratio increases, performance gains
	  — smaller probability of error

	  <m:math display="inline">
	    <m:ci>
	      <m:msub>
		<m:mi>p</m:mi>
		<m:mi>e</m:mi>
	      </m:msub>
	    </m:ci>
	  </m:math>

	  — can be easily obtained.  At a signal-to-noise ratio
	  of 12 dB, the probability the receiver makes an error equals
	  <m:math display="inline">
	    <m:apply>
	      <m:power/>
	      <m:cn>10</m:cn>
	      <m:cn>-8</m:cn>
	    </m:apply>
	  </m:math>

	  .  In words, one out of one hundred million bits will, on
	  the average, be in error.
	</item>

	<item>
	  Once the signal-to-noise ratio exceeds about 5 dB, the error
	  probability decreases dramatically.  Adding 1 dB improvement
	  in signal-to-noise ratio can result in a factor of 10
	  smaller

	  <m:math display="inline">
	    <m:ci>
	      <m:msub>
		<m:mi>p</m:mi>
		<m:mi>e</m:mi>
	      </m:msub>
	    </m:ci>
	  </m:math>.  
	</item>
	
	<item>
	  Signal set choice can make a significant difference in
	  performance.  All BPSK signal sets, baseband or modulated,
	  yield the same performance for the same bit energy.  The
	  BPSK signal set does perform much better than the FSK signal
	  set once the signal-to-noise ratio exceeds about 5 dB.
	</item>
      </list> 
    </para>

    <exercise id="exer1">
      <problem>
	<para id="prob1">
	  Derive the expression for the probability of error that
	  would result if the FSK signal set were used.
	</para>
      </problem>

      <solution>
	<para id="sol1">
	  The noise-free integrator output difference now equals  
	  <m:math display="inline">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:times/>
		<m:ci>α</m:ci>
		<m:apply>
		  <m:power/>
		  <m:ci>A</m:ci>
		  <m:cn>2</m:cn>
		</m:apply>
		<m:ci>T</m:ci>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:ci>α</m:ci>
		  <m:ci>
		    <m:msub>
		      <m:mi>E</m:mi>
		      <m:mi>b</m:mi>
		    </m:msub>
		  </m:ci>
		</m:apply>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:math>
	  .  The noise power remains the same as in the BPSK case,
	  which from <cnxn document="m0546" target="0006" strength="6">the probability of error equation</cnxn> yields
	  
	  <m:math display="inline">
	    <m:apply>
	      <m:eq/>
	      <m:ci>
		<m:msub>
		  <m:mi>p</m:mi>
		  <m:mi>e</m:mi>
		</m:msub>
	      </m:ci>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:ci>Q</m:ci>
		  <m:apply>
		    <m:power/>
		    <m:ci>α</m:ci>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:ci>
		    <m:msub>
		      <m:mi>E</m:mi>
		      <m:mi>b</m:mi>
		    </m:msub>
		  </m:ci>
		</m:apply>
		<m:ci>
		  <m:msub>
		    <m:mi>N</m:mi>
		    <m:mn>0</m:mn>
		  </m:msub>
		</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>.
	</para>
      </solution>
    </exercise>


    <para id="para2">
      The matched-filter receiver provides impressive performance once
      adequate signal-to-noise ratios occur.  You might wonder whether
      another receiver might be better.  The answer is that the
      matched-filter receiver is optimal: <emphasis>No other receiver
      can provide a smaller probability of error than the matched
      filter regardless of the SNR</emphasis>.  Furthermore, no signal
      set can provide better performance than the BPSK signal set,
      where the signal representing a bit is the negative of the
      signal representing the other bit.  The reason for this result
      rests in the dependence of probability of error

      <m:math display="inline">
	<m:ci>
	  <m:msub>
	    <m:mi>p</m:mi>
	    <m:mi>e</m:mi>
	  </m:msub>
	</m:ci>
      </m:math>

      on the difference between the noise-free integrator outputs: For
      a given
      
      <m:math display="inline">
	<m:ci>
	  <m:msub>
	    <m:mi>E</m:mi>
	    <m:mi>b</m:mi>
	  </m:msub>
	</m:ci>
      </m:math>

      , no other signal set provides a greater difference.
    </para>

  </content>
</document>
