<?xml version="1.0" encoding="utf-8"?>
<!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="m0546"> 

  <name>Digital Communication in the Presence of Noise</name>

  <metadata>
  <md:version>2.11</md:version>
  <md:created>2000/08/14</md:created>
  <md:revised>2002/08/13 00:00:00.011 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>bit-reception error</md:keyword>
    <md:keyword>digital communication</md:keyword>
    <md:keyword>digital communication receivers</md:keyword>
    <md:keyword>information communication</md:keyword>
    <md:keyword>noise</md:keyword>
    <md:keyword>signal set</md:keyword>
    <md:keyword>transmission error</md:keyword>
  </md:keywordlist>

  <md:abstract>Several factors of error in digital receivers are discussed.</md:abstract>
</metadata>

  <content>

    <para id="para1">
      When we incorporate additive noise into our channel model, so
     that

      <m:math display="inline">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:ci type="fn">r</m:ci>
	    <m:ci>t</m:ci>
	  </m:apply>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:ci>α</m:ci>
	      <m:apply>
		<m:ci type="fn">
		  <m:msub>
		    <m:mi>s</m:mi>
		    <m:mi>i</m:mi>
		  </m:msub>
		</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:ci type="fn">n</m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>, errors can creep in.  If the transmitter sent bit
      <code>0</code> using a <cnxn document="m10280" strength="8">BPSK
      signal set</cnxn>, the integrators' outputs in the <cnxn document="m0520" target="figone" strength="8">matched filter
      receiver</cnxn> would be:


    <equation id="eq0001">
      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:int/>
	    <m:bvar>
	      <m:ci>t</m:ci>
	    </m:bvar>
	    <m:uplimit>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:plus/>
		  <m:ci>n</m:ci>
		  <m:cn>1</m:cn>
		</m:apply>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:uplimit>
	    <m:lowlimit>
	      <m:apply>
		<m:times/>
		<m:ci>n</m:ci>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:lowlimit>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">r</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">
		  <m:msub>
		    <m:mi>s</m:mi>
		    <m:mn>0</m:mn>
		  </m:msub>
		</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <m:apply>
	    <m:plus/>
	    <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:int/>
	      <m:bvar>
		<m:ci>t</m:ci>
	      </m:bvar>
	      <m:uplimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:plus/>
		    <m:ci>n</m:ci>
		    <m:cn>1</m:cn>
		  </m:apply>
		  <m:ci>T</m:ci>
		</m:apply>
	      </m:uplimit>
	      <m:lowlimit>
		<m:apply>
		  <m:times/>
		  <m:ci>n</m:ci>
		  <m:ci>T</m:ci>
		</m:apply>
	      </m:lowlimit>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn">n</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">
		    <m:msub>
		      <m:mi>s</m:mi>
		      <m:mn>0</m:mn>
		    </m:msub>
		  </m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
    </equation>

      <m:math display="block">
	<m:apply>
	  <m:eq/>
	  <m:apply>
	    <m:int/>
	    <m:bvar>
	      <m:ci>t</m:ci>
	    </m:bvar>
	    <m:uplimit>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:plus/>
		  <m:ci>n</m:ci>
		  <m:cn>1</m:cn>
		</m:apply>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:uplimit>
	    <m:lowlimit>
	      <m:apply>
		<m:times/>
		<m:ci>n</m:ci>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:lowlimit>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:ci type="fn">r</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:ci type="fn">
		  <m:msub>
		    <m:mi>s</m:mi>
		    <m:mn>1</m:mn>
		  </m:msub>
		</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	  <m:apply>
	    <m:plus/>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:minus/>
		<m:ci>α</m:ci>
	      </m:apply>
	      <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:int/>
	      <m:bvar>
		<m:ci>t</m:ci>
	      </m:bvar>
	      <m:uplimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:plus/>
		    <m:ci>n</m:ci>
		    <m:cn>1</m:cn>
		  </m:apply>
		  <m:ci>T</m:ci>
		</m:apply>
	      </m:uplimit>
	      <m:lowlimit>
		<m:apply>
		  <m:times/>
		  <m:ci>n</m:ci>
		  <m:ci>T</m:ci>
		</m:apply>
	      </m:lowlimit>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:ci type="fn">n</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">
		    <m:msub>
		      <m:mi>s</m:mi>
		      <m:mn>1</m:mn>
		    </m:msub>
		  </m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:apply>
      </m:math>
    </para>

    <para id="para2">
      It is the quantities containing the noise terms that cause
      errors in the receiver's decision-making process.  Because they
      involve noise, the values of these integrals are random
      quantities drawn from some probability distribution that vary
      erratically from bit interval to bit interval.  Because the noise
      has zero average value and has an equal amount of power in all
      frequency bands, the values of the integrals will hover about
      zero.  What is important is how much they vary.  If the noise is
      such that its integral term is more negative than

      <m:math display="inline">
	<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:math>, then the receiver will make an error, deciding that
      the transmitted zero-valued bit was indeed a one.  The
      probability that this situation occurs depends on three factors:
      </para>

    <list id="deepestdepthsofhell">
      <item>
	<emphasis>Signal Set Choice</emphasis> — The difference
	between the signal-dependent terms in the integrators' outputs
	(equations <cnxn target="eq0001" strength="7"/>) defines how
	large the noise term must be for an incorrect receiver
	decision to result.  What affects the probability of such
	errors occurring is the square of this difference in
	comparison to the noise term's variability.  For our BPSK
	baseband signal set, the signal-related value is

	<m:math display="inline">
	  <m:apply>
	    <m:times/>
	    <m:cn>4</m:cn>
	    <m:apply>
	      <m:power/>
	      <m:ci>α</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:power/>
	      <m:ci>A</m:ci>
	      <m:cn>4</m:cn>
	    </m:apply>
	    <m:apply>
	      <m:power/>
	      <m:ci>T</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	  </m:apply>
	</m:math>.
      </item>
      <item>
	<emphasis>Variability of the Noise Term</emphasis> — We
	quantify variability by the average value of its square, which
	is essentially the noise term's power.  This calculation is
	best performed in the frequency domain and equals

	<m:math display="block">
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">power</m:ci>
	      <m:apply>
		<m:int/>
		<m:bvar>
		  <m:ci>t</m:ci>
		</m:bvar>
		<m:uplimit>
		  <m:apply>
		    <m:times/>
		    <m:apply>
		      <m:plus/>
		      <m:ci>n</m:ci>
		      <m:cn>1</m:cn>
		    </m:apply>
		    <m:ci>T</m:ci>
		  </m:apply>
		</m:uplimit>
		<m:lowlimit>
		  <m:apply>
		    <m:times/>
		    <m:ci>n</m:ci>
		    <m:ci>T</m:ci>
		  </m:apply>
		</m:lowlimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:ci type="fn">n</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn">
		      <m:msub>
			<m:mi>s</m:mi>
			<m:mn>0</m:mn>
		      </m:msub>
		    </m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:int/>
	      <m:bvar>
		<m:ci>f</m:ci>
	      </m:bvar>
	      <m:uplimit>
		<m:infinity/>
	      </m:uplimit>
	      <m:lowlimit>
		<m:apply>
		  <m:minus/>
		  <m:infinity/>
		</m:apply>
	      </m:lowlimit>
	      <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:power/>
		  <m:apply>
		    <m:abs/>
		    <m:apply>
		      <m:ci type="fn">
			<m:msub>
			  <m:mi>S</m:mi>
			  <m:mn>0</m:mn>
			</m:msub>
		      </m:ci>
		      <m:ci>f</m:ci>
		    </m:apply>
		  </m:apply>
		  <m:cn>2</m:cn>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
	
	Because of Parseval's Theorem, we know that 

	<m:math display="inline">
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:int/>
	      <m:bvar>
		<m:ci>f</m:ci>
	      </m:bvar>
	      <m:uplimit>
		<m:infinity/>
	      </m:uplimit>
	      <m:lowlimit>
		<m:apply>
		  <m:minus/>
		  <m:infinity/>
		</m:apply>
	      </m:lowlimit>
	      <m:apply>
		<m:power/>
		<m:apply>
		  <m:abs/>
		  <m:apply>
		    <m:ci type="fn">
		      <m:msub>
			<m:mi>S</m:mi>
			<m:mn>0</m:mn>
		      </m:msub>
		    </m:ci>
		    <m:ci>f</m:ci>
		  </m:apply>
		</m:apply>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	    <m:apply>
	      <m:int/>
	      <m:bvar>
		<m:ci>t</m:ci>
	      </m:bvar>
	      <m:uplimit>
		<m:infinity/>
	      </m:uplimit>
	      <m:lowlimit>
		<m:apply>
		  <m:minus/>
		  <m:infinity/>
		</m:apply>
	      </m:lowlimit>
	      <m:apply>
		<m:power/>
		<m:apply>
		  <m:ci type="fn">
		    <m:msub>
		      <m:mi>s</m:mi>
		      <m:mn>0</m:mn>
		    </m:msub>
		  </m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>,
	which for the baseband signal set equals

	<m:math display="inline">
	  <m:apply>
	    <m:times/>
	    <m:apply>
	      <m:power/>
	      <m:ci>A</m:ci>
	      <m:cn>2</m:cn>
	    </m:apply>
	    <m:ci>T</m:ci>
	  </m:apply>
	</m:math>.
	Thus, the noise term's power is

	<m:math display="inline">
	  <m:apply>
	    <m:divide/>
	    <m:apply>
	      <m:times/>
	      <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:power/>
		<m:ci>A</m:ci>
		<m:cn>2</m:cn>
	      </m:apply>
	      <m:ci>T</m:ci>
	    </m:apply>
	    <m:cn>2</m:cn>
	  </m:apply>
	</m:math>.
      </item>

      <item>
	<emphasis>Probability Distribution of the Noise
	Term</emphasis> — The value of the noise terms relative
	to the signal terms and the probability of their occurrence
	directly affect the likelihood that a receiver error will
	occur.  For the white noise we have been considering, the
	underlying distributions are Gaussian.  The probability the
	receiver makes an error on any bit transmission equals:

	<equation id="eqn0003">
	  <m:math>
	    <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:ci type="fn">Q</m:ci>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:divide/>
		    <m:cn>1</m:cn>
		    <m:cn>2</m:cn>
		  </m:apply>
		  <m:apply>
		    <m:root/>
		    <m:degree>
		      <m:cn>2</m:cn>
		    </m:degree>
		    <m:apply>
		      <m:divide/>
		      <m:mtext>square of signal difference</m:mtext>
		      <m:mtext>noise term power</m:mtext>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
	
	<m:math display="block">
	  <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:ci type="fn">Q</m:ci>
	      <m:apply>
		<m:root/>
		<m:degree>
		  <m:cn>2</m:cn>
		</m:degree>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <m:apply>
		      <m:power/>
		      <m:ci>α</m:ci>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:apply>
		      <m:power/>
		      <m:ci>A</m:ci>
		      <m:cn>2</m:cn>
		    </m:apply>
		    <m:ci>T</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:apply>
	  </m:apply>
	</m:math>
	
	Here 
	
	<m:math display="inline">
	  <m:apply>
	    <m:ci type="fn">Q</m:ci>
	    <m:ci>·</m:ci>
	  </m:apply>
	</m:math>

	is the integral
	
	<m:math display="inline">
	  <m:apply>
	    <m:eq/>
	    <m:apply>
	      <m:ci type="fn">Q</m:ci>
	      <m:ci>x</m:ci>
	    </m:apply>
	    <m:apply>
	      <m:times/>
	      <m:apply>
		<m:divide/>
		<m:cn>1</m:cn>
		<m:apply>
		  <m:root/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <m:pi/>
		  </m:apply>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:int/>
		<m:bvar>
		  <m:ci>α</m:ci>
		</m:bvar>
		<m:uplimit>
		  <m:infinity/>
		</m:uplimit>
		<m:lowlimit>
		  <m:ci>x</m:ci>
		</m:lowlimit>
		<m:apply>
		  <m:exp/>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:divide/>
		      <m:apply>
			<m:power/>
			<m:ci>α</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>.
	
	This integral has no closed form expression, but it can be
	accurately computed.  As <cnxn target="fig1001" strength="8"/>
	illustrates,

	<m:math display="inline">
	  <m:apply>
	    <m:ci type="fn">Q</m:ci>
	    <m:ci>·</m:ci>
	  </m:apply>
	</m:math>
	
	is a decreasing, very nonlinear function.
      </item>
    </list>

    <figure id="fig1001">
      <media type="image/png" src="Q.png"/>
      <caption>
	The function
	<m:math display="inline">
	  <m:apply>
	    <m:ci type="fn">Q</m:ci>
	    <m:ci>x</m:ci>
	  </m:apply>
	</m:math>

	is plotted in semilogarithmic coordinates.  Note that it
	decreases very rapidly for small increases in its arguments.
	For example, when <m:math display="inline"><m:ci>x</m:ci></m:math> increases from
	<m:math display="inline"><m:cn>4</m:cn></m:math> to <m:math display="inline"><m:cn>5</m:cn></m:math>,

	<m:math display="inline">
	  <m:apply>
	    <m:ci type="fn">Q</m:ci>
	    <m:ci>x</m:ci>
	  </m:apply>
	</m:math>

	decreases by a factor of <m:math display="inline"><m:cn>100</m:cn></m:math>.
      </caption>
    </figure>

    <para id="para3"> 
      The term 
      <m:math display="inline">
	<m:apply>
	  <m:times/>
	  <m:apply>
	    <m:power/>
	    <m:ci>A</m:ci>
	    <m:cn>2</m:cn>
	  </m:apply>
	  <m:ci>T</m:ci>
	</m:apply>
      </m:math>

      equals the energy expended by the transmitter in sending the
      bit; we label this term

      <m:math display="inline">
	<m:ci>
	  <m:msub>
	    <m:mi>E</m:mi>
	    <m:mi>b</m:mi>
	  </m:msub>
	</m:ci>
      </m:math>.  We arrive at a concise expression for the
      probability the matched filter receiver makes a bit-reception
      error.
      
      <equation id="eq0008">
	<m:math>
	  <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:ci type="fn">Q</m:ci>
	      <m:apply>
		<m:root/>
		<m:apply>
		  <m:divide/>
		  <m:apply>
		    <m:times/>
		    <m:cn>2</m:cn>
		    <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:apply>
	  </m:apply>
	</m:math>  
      </equation>
      
      <cnxn target="fig1002" strength="8"/> shows how the receiver's
      error rate varies with the signal-to-noise ratio

      <m:math display="inline">
	<m:apply>
	  <m:divide/>
	  <m:apply>
	    <m:times/>
	    <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:math>.
    </para>

    <figure id="fig1002">
      <media type="image/png" src="Pe.png"/>
      <caption>
	The probability that the matched-filter receiver makes an
	error on any bit transmission is plotted against the
	signal-to-noise ratio of the received signal.  The upper curve
	shows the performance of the FSK signal set, the lower (and
	therefore better) one the BPSK signal set.
      </caption>
    </figure>

    <exercise id="exer1">
      <problem>
	<para id="prob1">
	  Derive the probability of error expression for the modulated
	  BPSK signal set, and show that its performance identically
	  equals that of the baseband BPSK signal set.
	</para>
      </problem>
      
      <solution>
	<para id="sol1">
	  The noise-free integrator outputs differ by  

	  <m:math display="inline">
	    <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:math>, the factor of two smaller value than in the
	  baseband case arising because the sinusoidal signals have
	  less energy for the same amplitude.  Stated in terms of

	  <m:math display="inline">
	    <m:ci>
	      <m:msub>
		<m:mi>E</m:mi>
		<m:mi>b</m:mi>
	      </m:msub>
	    </m:ci>
	  </m:math>, the difference equals

	  <m:math display="inline">
	    <m:apply>
	      <m:times/>
	      <m:cn>2</m:cn>
	      <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:math>
	  
	  just as in the baseband case.
	</para>
      </solution>
    </exercise> 

  </content>
</document>
