<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!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="m11477">
  <name>Frequency definitions and periodicity</name>
  <metadata>
  <md:version>1.13</md:version>
  <md:created>2003/07/23 06:01:33 GMT-5</md:created>
  <md:revised>2004/01/08 15:27:05.764 US/Central</md:revised>
  <md:authorlist>
    <md:author id="Anders">
      <md:firstname>Anders</md:firstname>
      
      <md:surname>Gjendemsjo</md:surname>
      <md:email>gjendems@NO-SPAM.tele.ntnu.no</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="Anders">
      <md:firstname>Anders</md:firstname>
      
      <md:surname>Gjendemsjo</md:surname>
      <md:email>gjendems@NO-SPAM.tele.ntnu.no</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>Frequency</md:keyword>
    <md:keyword>Definitions</md:keyword>
    <md:keyword>Periodicity</md:keyword>
  </md:keywordlist>

  <md:abstract>Overview of frequency definitons, both analog and digital. Periodicity.</md:abstract>
</metadata>

  <content>
  <section id="s1">
      <name>Frequency definitions</name>
      <para id="s1p1">
          In signal processing we use several types of frequencies. This may seem confusing at first,
	  but it is really not that difficult.
      </para>
      <section id="s1s1">
	  <name>Analog frequency</name>
	  <para id="s1s1p1">
	      The <emphasis>frequency</emphasis> of an analog signal is the easiest to understand.
	      A trigonometric function with argument
	      <m:math>
	          <m:apply>
		      <m:eq/>
		      <m:apply>
		          <m:times/>
			  <m:ci>Ω</m:ci>
			  <m:ci>t</m:ci>
		      </m:apply>
		      <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:math>
	      generates a periodic function with 
	      <list id="l1">
	          <item>a <emphasis>single</emphasis> frequency F.</item>
		  <item>period T</item>
		  <item>the relation 
		      <m:math>
			  <m:apply>
			      <m:eq/>
			      <m:ci>T</m:ci>
			      <m:apply>
				  <m:divide/>
				  <m:cn>1</m:cn>
				  <m:ci>F</m:ci>
			      </m:apply>
			  </m:apply>
		      </m:math>
		  </item>
	      </list>
	      Frequency is then interpreted as how many periods there are per time unit.
	      If we choose seconds as our time unit, frequency will be measured in Hertz, which is most common.
	  </para>
      </section>

      <section id="s1s2">
	  <name>Digital frequency</name>
	  <para id="s1s2p1">
	      The <emphasis>digital frequency</emphasis> is defined as
	      <m:math>
		  <m:apply>
		      <m:eq/>
		      <m:ci>f</m:ci>
		      <m:apply>
		      	  <m:divide/>
			  <m:ci>F</m:ci>
			  <m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      </m:apply>
		    </m:apply>
	      </m:math>,
	      where <m:math><m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci></m:math>
	      is the sampling frequency.
	      The sampling interval is the inverse of the sampling frequency,
	      <m:math>
		  <m:apply>
		      <m:eq/>
		      <m:ci><m:msub><m:mi>T</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      <m:apply>
		      	  <m:divide/>
			  <m:cn>1</m:cn>
			  <m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      </m:apply>
		    </m:apply>
	      </m:math>.
	      A discrete time signal with <emphasis>digital frequency</emphasis> f therefore has
	      a frequency given by
	      <m:math>
		  <m:apply>
		      <m:eq/>
		      <m:ci>F</m:ci>
		      <m:apply>
		      	  <m:times/>
			  <m:ci>f</m:ci>
			  <m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      </m:apply>
		    </m:apply>
	      </m:math>
	      if the samples are spaced at
	      <m:math>
		  <m:apply>
		      <m:eq/>
		      <m:ci><m:msub><m:mi>T</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      <m:apply>
		      	  <m:divide/>
			  <m:cn>1</m:cn>
			  <m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      </m:apply>
		    </m:apply>
	      </m:math>.
	  </para>
      </section>

      <section id="s1s3">
	  <name>Consequences</name>
	  <para id="s1s3p1">
	      In design of digital sinusoids we do not have to settle for a physical
	      frequency. We can associate <emphasis>any</emphasis> physical frequency F
	      with the digital frequency f, by choosing the appropriate sampling
	      frequency
	      <m:math><m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci></m:math>.
	      (Using the relation
	      <m:math>
		  <m:apply>
		      <m:eq/>
		      <m:ci>f</m:ci>
		      <m:apply>
		      	  <m:divide/>
			  <m:ci>F</m:ci>
			  <m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      </m:apply>
		    </m:apply>
	      </m:math>)
	  </para>
	  <para id="s1s3p2">
	      According to the relation
	      <m:math>
		  <m:apply>
		      <m:eq/>
		      <m:ci><m:msub><m:mi>T</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      <m:apply>
			  <m:divide/>
			  <m:cn>1</m:cn>
			  <m:ci><m:msub><m:mi>F</m:mi><m:mi>s</m:mi></m:msub></m:ci>
		      </m:apply>
		  </m:apply>
	      </m:math>
	      choosing an appropriate sampling frequency is equivivalent to choosing
	      a sampling interval, which implies that digital sinusoids can
	      be designed by specifying the sampling interval.
	  </para>
      </section>

      <section id="s1s4">
	  <name>Angular frequencies</name>
	  <para id="s1s4p1">
	      The angular frequencies are obtained by multiplying the
	      frequencies by the factor <m:math><m:apply><m:times/><m:cn>2</m:cn><m:pi/></m:apply></m:math>:
	      <list id="l2" type="named-item">
	      <item><name>Angular frequency</name>
		  <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:ci>Ω</m:ci>
			  <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			      <m:ci>F</m:ci>
			  </m:apply>
		      </m:apply>
	          </m:math>
	      </item>
	      <item><name>Digital angular frequency</name>
		  <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:ci>ω</m:ci>
			  <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			      <m:ci>f</m:ci>
			  </m:apply>
		      </m:apply>
	          </m:math>
	      </item>
	      </list>
	  </para>
	  
      </section>


  </section>

  <section id="s2">
      <name>Signal periodicity</name>
      <para id="s2p1">
          Any analog sine or cosine function is periodic. So it may seem surprising
	  that discrete trigonometric signals not necessarily are periodic. Let us define
	  periodicity mathematically.
      </para>
      <para id="s2p2">

          If for all
	  <m:math>
	      <m:apply>
	          <m:in/>
		  <m:ci>k</m:ci>
		  <m:ci>ℤ</m:ci>
	      </m:apply>
	  </m:math> we have
	  <list id="l3" type="named-item">
	      <item><name>Analog signals</name>
	          <m:math>
		      <m:apply>
		          <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>t</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:apply>
				  <m:plus/>
				  <m:ci>n</m:ci>
				  <m:apply>
				      <m:times/>
				      <m:ci>k</m:ci>
				      <m:ci><m:msub><m:mi>T</m:mi><m:mn>0</m:mn></m:msub></m:ci>
				  </m:apply>
			      </m:apply>
			  </m:apply>
		      </m:apply>
		  </m:math>, then <m:math><m:apply><m:ci>x</m:ci><m:ci>t</m:ci></m:apply></m:math> is periodic
		  with period <m:math><m:ci><m:msub><m:mi>T</m:mi><m:mn>0</m:mn></m:msub></m:ci></m:math>. 
	      </item>
	      <item><name>Discrete time signals</name>
	          <m:math>
		      <m:apply>
		          <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>n</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:apply>
				  <m:plus/>
				  <m:ci>n</m:ci>
				  <m:apply>
				      <m:times/>
				      <m:ci>k</m:ci>
				      <m:ci>N</m:ci>	
				  </m:apply>
			      </m:apply>
			  </m:apply>
		      </m:apply>
		  </m:math>, then <m:math><m:apply><m:ci>x</m:ci><m:ci>n</m:ci></m:apply></m:math> is periodic with period N.
	      </item>
	  </list>
      </para>
	  <example id="exa1">
	      <para id="exa1p1">
		    Consider the signal
		    <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>t</m:ci>
			  </m:apply>
			  <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:math> which obviously is periodic. You can check by using the periodicity definition
		    and some 
		    <link src="http://www.sosmath.com/trig/Trig5/trig5/trig5.html">trigonometric identitites</link>.
	      </para>
	  </example>
	  <example id="exa2">
	      <para id="exa2p1">
		    Consider the signal
		    <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>n</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:sin/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:pi/>
				  <m:ci>f</m:ci>
				  <m:ci>n</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math>. Q:Is this signal periodic? 
	      </para>
	      <para id="exa2p2">	    
		    A: To check we will use the periodicity definition and some 
		    <link src="http://www.sosmath.com/trig/Trig5/trig5/trig5.html">trigonometric identities</link>.
	      </para>
	      <para id="exa2p3">
	          Periodicity is obtained if we can find an N which leads to
		  <m:math>
		      <m:apply>
		          <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>n</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:apply>
				  <m:plus/>
				  <m:ci>n</m:ci>
				  <m:apply>
				      <m:times/>
				      <m:ci>k</m:ci>
				      <m:ci>N</m:ci>	
				  </m:apply>
			      </m:apply>
			  </m:apply>
		      </m:apply>
		  </m:math> for all
		  <m:math>
		      <m:apply>
		          <m:in/>
			  <m:ci>k</m:ci>
			  <m:ci>ℤ</m:ci>
		      </m:apply>
		  </m:math>. Let us expand
		  <m:math>
		      <m:apply>
		          <m:sin/>
			  <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			      <m:ci>f</m:ci>
			      <m:apply>
				  <m:plus/>
				  <m:ci>n</m:ci>
				  <m:apply>
				      <m:times/>
				      <m:ci>k</m:ci>
				      <m:ci>N</m:ci>	
				  </m:apply>
			      </m:apply>
			  </m:apply>
		      </m:apply>
		  </m:math>.

<!--...........................................Equation 1........................................-->
		  <equation id="eqn1">
		      <m:math>
		          <m:apply>
			      <m:eq/>
			      <m:apply>
				  <m:sin/>
				  <m:apply>
				      <m:times/>
				      <m:cn>2</m:cn>
				      <m:pi/>
				      <m:ci>f</m:ci>
				      <m:apply>
				          <m:plus/>
					  <m:ci>n</m:ci>
					  <m:apply>
				              <m:times/>
					      <m:ci>k</m:ci>
					      <m:ci>N</m:ci>	
					  </m:apply>
			              </m:apply>
			          </m:apply>
		              </m:apply><!--end lhs equation-->
			      <m:apply>
			          <m:plus/>
				  <m:apply>
				      <m:times/>
				      <m:apply>
				          <m:sin/>
					  <m:apply>
					      <m:times/>
					      <m:cn>2</m:cn>
					      <m:pi/>
					      <m:ci>f</m:ci>
					      <m:ci>n</m:ci>
					  </m:apply>
				      </m:apply>
				      <m:apply>
				          <m:cos/>
					  <m:apply>
					      <m:times/>
					      <m:cn>2</m:cn>
					      <m:pi/>
					      <m:ci>f</m:ci>
					      <m:ci>k</m:ci>
					      <m:ci>N</m:ci>
					  </m:apply>
				      </m:apply>
				  </m:apply>
				  <m:apply>
				      <m:times/>
				      <m:apply>
				          <m:cos/>
					  <m:apply>
					      <m:times/>
					      <m:cn>2</m:cn>
					      <m:pi/>
					      <m:ci>f</m:ci>
					      <m:ci>n</m:ci>
					  </m:apply>
				      </m:apply>
				      <m:apply>
				          <m:sin/>
					  <m:apply>
					      <m:times/>
					      <m:cn>2</m:cn>
					      <m:pi/>
					      <m:ci>f</m:ci>
					      <m:ci>k</m:ci>
					      <m:ci>N</m:ci>
					  </m:apply>
				      </m:apply>
				  </m:apply>
			      </m:apply>
		          </m:apply>
		      </m:math>
		  </equation>
		  To make the right hand side of <cnxn target="eqn1"/> equal to
		  <m:math>
		      <m:apply>
			  <m:sin/>
			  <m:apply>
			      <m:times/>
			      <m:cn>2</m:cn>
			      <m:pi/>
			      <m:ci>f</m:ci>
			      <m:ci>n</m:ci>
			   </m:apply>
		      </m:apply>
		  </m:math>,
		  we need to impose a restriction on the digital frequency f.
		  According to <cnxn target="eqn1"/> only
		  <m:math>
		      <m:apply>
		          <m:eq/>
			  <m:apply>
			      <m:times/>
			      <m:ci>f</m:ci>
			      <m:ci>N</m:ci>
			  </m:apply>
			  <m:ci>m</m:ci>
		      </m:apply>
		  </m:math> will yield periodicity,
		  <m:math>
		      <m:apply>
		          <m:in/>
			  <m:ci>m</m:ci>
			  <m:ci>ℤ</m:ci>
		      </m:apply>
		  </m:math>.
	      </para>
	  </example><!-- End example exa2-->
	  <example id="exa3">
	      <para id="exa3p1">
	          Consider the following signals
		  <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>t</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:cos/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:pi/>
				  <m:apply>
				      <m:divide/>
				      <m:cn>1</m:cn>
				      <m:cn>8</m:cn>
				  </m:apply>
				  <m:ci>t</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math> and 
		    <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>n</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:cos/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:pi/>
				  <m:apply>
				      <m:divide/>
				      <m:cn>1</m:cn>
				      <m:cn>8</m:cn>
				  </m:apply>
				  <m:ci>n</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math>, as shown in <cnxn target="f1"/>.
		    <figure id="f1">
		        <subfigure>
			    <media type="image/png" src="periodicity1.png"/>
			    <caption>a) 
			        <m:math>
				    <m:apply>
				        <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:cn>2</m:cn>
					    <m:pi/>
					    <m:apply>
					        <m:divide/>
						<m:cn>1</m:cn>
						<m:cn>8</m:cn>
					    </m:apply>
					    <m:ci>t</m:ci>
					</m:apply>
				    </m:apply>
			        </m:math>
			    </caption>
			</subfigure>
			<subfigure>
			    <media type="image/png" src="periodicity2.png"/>
			    <caption>b) 
			        <m:math>
				    <m:apply>
				        <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:cn>2</m:cn>
					    <m:pi/>
					    <m:apply>
					        <m:divide/>
						<m:cn>1</m:cn>
						<m:cn>8</m:cn>
					    </m:apply>
					    <m:ci>n</m:ci>
					</m:apply>
				    </m:apply>
			        </m:math>
			    </caption>
			</subfigure>
		    </figure>
		    Are the signals periodic, and if so, what are the periods?		  
	      </para>
	      <para id="exa3p2">
	          Both the physical and digital frequency is 1/8 so both signals are periodic with period 8.
	      </para>
	  </example>
	   <example id="exa4">
	      <para id="exa4p1">
	          Consider the following signals
		  <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>t</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:cos/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:pi/>
				  <m:apply>
				      <m:divide/>
				      <m:cn>2</m:cn>
				      <m:cn>3</m:cn>
				  </m:apply>
				  <m:ci>t</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math> and 
		    <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>n</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:cos/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:pi/>
				  <m:apply>
				      <m:divide/>
				      <m:cn>2</m:cn>
				      <m:cn>3</m:cn>
				  </m:apply>
				  <m:ci>n</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math>, as shown in <cnxn target="f2"/>.
		    <figure id="f2">
		        <subfigure>
			    <media type="image/png" src="periodicity3.png"/>
			    <caption>a) 
			        <m:math>
				    <m:apply>
				        <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:cn>2</m:cn>
					    <m:pi/>
					    <m:apply>
					        <m:divide/>
						<m:cn>2</m:cn>
						<m:cn>3</m:cn>
					    </m:apply>
					    <m:ci>t</m:ci>
					</m:apply>
				    </m:apply>
			        </m:math>
			    </caption>
			</subfigure>
			<subfigure>
			    <media type="image/png" src="periodicity4.png"/>
			    <caption>b) 
			        <m:math>
				    <m:apply>
				        <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:cn>2</m:cn>
					    <m:pi/>
					    <m:apply>
					        <m:divide/>
						<m:cn>2</m:cn>
						<m:cn>3</m:cn>
					    </m:apply>
					    <m:ci>n</m:ci>
					</m:apply>
				    </m:apply>
			        </m:math>
			    </caption>
			</subfigure>
		    </figure>
		    Are the signals periodic, and if so, what are the periods?		  
	      </para>
	      <para id="exa4p2">
	          The frequencies are 2/3 in both cases. The analog signal then has period 3/2. The discrete
		  signal has to have a period that is an integer, so the smallest possible period is then 3.
	      </para>
	  </example>
	  <example id="exa5">
	      <para id="exa5p1">
	          Consider the following signals
		  <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>t</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:cos/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:ci>t</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math> and 
		    <m:math>
		      <m:apply>
			  <m:eq/>
			  <m:apply>
			      <m:ci>x</m:ci>
			      <m:ci>n</m:ci>
			  </m:apply>
			  <m:apply>
			      <m:cos/>
			      <m:apply>
			          <m:times/>
				  <m:cn>2</m:cn>
				  <m:ci>n</m:ci>
			      </m:apply>
		          </m:apply>
		      </m:apply>
	            </m:math>, as shown in <cnxn target="f3"/>.
		    <figure id="f3">
		        <subfigure>
			    <media type="image/png" src="periodicity5.png"/>
			    <caption>a) 
			        <m:math>
				    <m:apply>
				        <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:cn>2</m:cn>
					    <m:ci>t</m:ci>
					</m:apply>
				    </m:apply>
			        </m:math>
			    </caption>
			</subfigure>
			<subfigure>
			    <media type="image/png" src="periodicity6.png"/>
			    <caption>b) 
			        <m:math>
				    <m:apply>
				        <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:cn>2</m:cn>
					    <m:ci>n</m:ci>
					</m:apply>
				    </m:apply>
			        </m:math>
			    </caption>
			</subfigure>
		    </figure>
		    Are the signals periodic, and if so, what are the periods?		  
	      </para>
	      <para id="exa5p2">
	          The frequencies are 1/π in both cases. The analog signal then has period π. The discrete
		  signal <emphasis>is not periodic because the digital frequency is not a rational number</emphasis>.
	      </para>
	  </example>
	  <section id="s2s1">
	      <name>Conclusion</name>
	      <para id="s2s1p1">
	          For a time discrete trigonometric signal to be periodic its <emphasis>digital
		  frequency has to be a rational number</emphasis>, i.e. given by the ratio of two integers.
		  Contrast this to analog trigonometric signals. 		  

	      </para>
	  </section>

  </section><!--End section s2-->
  <section id="s3">
        <name>Matlab file</name>
	<para id="s3p1">
	    <link src="http://cnx.rice.edu/content/m11477/latest/periodicity.m">periodicity.m</link>
	</para>
    </section>
    <section id="s4">
	      <para id="s4p1">
	       Take a look at
	       <list id="l4" type="inline">
		   <item><cnxn document="m11479">Introduction</cnxn></item>
	           <item><cnxn document="m11476">Discrete time signals</cnxn></item>
                   <item><cnxn document="m11478">Analog signals</cnxn></item>
	           <item><cnxn document="m11527">Discrete vs Analog signals</cnxn></item>
		   <item><cnxn document="m11526">Energy &amp; Power</cnxn></item>
	           <item><cnxn document="m11428">Exercises</cnxn></item>
	   </list> ?
      </para>
      </section>

  </content>
  
</document>
