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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="m11476">
  <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/">Discrete time signals</name>
  <metadata xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
  <md:version xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">1.16</md:version>
  <md:created xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2003/07/22 11:27:25 GMT-5</md:created>
  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2004/01/14 11:07:51.568 US/Central</md:revised>
  <md:authorlist xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
    <md:author xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="Anders">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Anders</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Gjendemsjo</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">gjendems@NO-SPAM.tele.ntnu.no</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="Anders">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Anders</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Gjendemsjo</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">gjendems@NO-SPAM.tele.ntnu.no</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Discrete</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">signals</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">elementary</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Important discrete time signals</md:abstract>
</metadata>

  <content xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
      <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="s0p1">
          The signals and relations presented in this module are quite similar to
          those in the <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11478">Analog signals</cnxn> module.
          So do compare and find similarities and differences!
      </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="s1">
          <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/">Sequences</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="s1p1">
	      Generally a time discrete signal is a <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">sequence</emphasis> of
	      real or complex numbers. Each component in the sequence is identified
	      by an index: ...x(n-1),x(n), x(n+1),...
	  </para>
	      <example 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="exa1">
	          <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="exa1p1">
		      [x(n)] = [0.5 2.4 3.2 4.5] is a sequence. Using the index
		      to identify a component we have
		      <m:math>
		          <m:apply>
			      <m:eq/>
			      <m:apply>
			          <m:ci>x</m:ci>
			          <m:cn>0</m:cn>
			      </m:apply>
			      <m:cn>0.5</m:cn>
			  </m:apply>
		      </m:math>,
		      <m:math>
		          <m:apply>
			      <m:eq/>
			      <m:apply>
			          <m:ci>x</m:ci>
			          <m:cn>1</m:cn>
			      </m:apply>
			      <m:cn>2.4</m:cn>
			  </m:apply>
		      </m:math> and so on.
		  </para>
	      </example>
      </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="s2">
          <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/">Manipulating sequences</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="s2p1">
	      <list 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="l1" type="named-item">
	          <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><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/">Addition</name>Add individually each component with similar index</item>
	          <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><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/">Multiplication by a constant</name>Multiply every component by the constant</item>
	          <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><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/">Multiplication of sequences</name>Multiply each component individually</item>
	          <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><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/">Delay</name>A delay by <m:math><m:cn>k</m:cn></m:math> implies that we
		        shift the sequence by k. For this to make sense the sequence has to be of infinite length.
		  </item>
	      </list>
	  </para>
	  <example 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="exa2">
	          <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="exa2p1">
		      Given the sequences [x(n)] = [0.5 2.4 3.2 4.5] and  
		      [y(n)] = [0.0 2.2 7.2 5.5].
		  </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="exa2p2">
		      a)Addition. [z(n)]=[x(n)]+[y(n)]=[0.5 4.6 10.4 10.0]
		  </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="exa2p3">
		      b)Multiplication by a constant c=2. [w(n)]= 2 *[x(n)] = [1.0 4.8 6.4 9.0]
		  </para>
	      </example>
      </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="s3">
          <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/">Elementary signals &amp; relations</name>
	  <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="s3s1">
	      <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 unit sample</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="s3s1p1">
	          The <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">unit sample</emphasis> is a signal which is
		  zero everywhere except when its argument is zero, then
		  it is equal to 1. Mathematically
		  
		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="unit sample">
		       <m:math>
			    <m:apply>
				<m:eq/>
				<m:apply>
				    <m:ci>δ</m:ci>
				    <m:ci>n</m:ci>
				</m:apply>
				<m:piecewise>
				    <m:piece>
				        <m:cn>1</m:cn>
					<m:apply><m:eq/><m:ci>n</m:ci><m:cn>0</m:cn></m:apply>
				    </m:piece>
				    <m:otherwise>
				        <m:cn>0</m:cn>
				    </m:otherwise>
				</m:piecewise>
			    </m:apply>
			</m:math>
		  </note>
		  The unit sample function is very useful in that it can be seen as the
		  elementary constituent in any discrete signal.
		  Let <m:math><m:apply><m:ci>x</m:ci><m:ci>n</m:ci></m:apply></m:math> be
		  a sequence. Then we can express <m:math><m:apply><m:ci>x</m:ci><m:ci>n</m:ci></m:apply></m:math>
		  as follows (using the unit sample definition and the delay operation)
		  <equation 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="eqn1">
		      <m:math>
			    <m:apply>
				<m:eq/>
				<m:apply>
				    <m:ci>x</m:ci>
				    <m:ci>n</m:ci>
				</m:apply>
				<m:apply>
				    <m:sum/>
				    <m:bvar><m:ci>k</m:ci></m:bvar>
				    <m:lowlimit><m:apply><m:minus/><m:infinity/></m:apply></m:lowlimit>
				    <m:uplimit><m:infinity/></m:uplimit>
				    <m:apply>
					<m:times/>
					<m:apply>
					    <m:ci>x</m:ci>
					    <m:ci>k</m:ci> 
					</m:apply>
					<m:apply>
					    <m:ci>δ</m:ci>
					    <m:apply>
						<m:minus/>
						<m:ci>n</m:ci>
						<m:ci>k</m:ci> 
					    </m:apply>
					</m:apply>
				    </m:apply>
				</m:apply>
			    </m:apply>
			</m:math>
		  </equation>
		    
		</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="s3s2">
	      <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 unit step</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="s3s2p1">
		  The <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">unit step</emphasis> function is equal to zero when its index is
		  negative and equal to one for non-negative indexes,
                  see <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="f1"/> for plots.
		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="unit step">
		      <m:math>
			    <m:apply>
				<m:eq/>
				<m:apply>
				    <m:ci>u</m:ci>
				    <m:ci>n</m:ci>
				</m:apply>
				<m:piecewise>
				    <m:piece>
				        <m:cn>1</m:cn>
					<m:apply><m:geq/><m:ci>n</m:ci><m:cn>0</m:cn></m:apply>
				    </m:piece>
				    <m:otherwise>
				        <m:cn>0</m:cn>
				    </m:otherwise>
				</m:piecewise>
			    </m:apply>
			</m:math>		  
		  </note>
		  <figure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" orient="vertical" id="f1">
                      
                      <subfigure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
                          <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/png" src="unit_step_no_delay.png"/>
                          <caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Unit step function, no delay.</caption>
                      </subfigure>
                          
                      <subfigure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">
                          <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/png" src="unit_step_delay_5.png"/>
                          <caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Unit step function, delayed by 5.</caption> 
                      </subfigure>
                      <caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Two unit step functions.</caption>
                  </figure>
	      </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="s3s3">
	      <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/">Trigonometric functions</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="s3s3p1">
		  The discrete <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">trigonometric</emphasis> functions are defined as follows.
		  <m:math><m:cn>n</m:cn></m:math> is the sequence index and
		  <m:math><m:cn>ω</m:cn></m:math> is the angular frequency.
		  <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>, where f is the digital frequency.
		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="Discrete sine">
		      <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:ci>ω</m:ci>
				        <m:ci>n</m:ci>
				    </m:apply>
				</m:apply>
			    </m:apply>
			</m:math>		  
		  </note>

		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="Discrete cosine">
		      <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:ci>ω</m:ci>
				        <m:ci>n</m:ci>
				    </m:apply>
				</m:apply>
			    </m:apply>
			</m:math>		  
		  </note>
		  <figure 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="f2">
		      <media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="image/jpg" src="sine_discrete.png"/>
		      <caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">A discrete sine with digital frequency 1/20.</caption>
		  </figure>
	      </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="s3s4">
	      <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 complex exponential function</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="s3s4p1">
		  The <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">complex exponential</emphasis> function is central
		  to signal processing and some call it <emphasis 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</emphasis> most important signal. 
		  Remember that it is a sequence and that
		  <m:math>
		      <m:apply>
		          <m:eq/>
			  <m:imaginaryi/>
			  <m:apply>
			      <m:root/>
			      <m:apply>
				  <m:minus/>
			          <m:cn>1</m:cn>
			      </m:apply>
			  </m:apply>
		      </m:apply>
		  </m:math> is the imaginary unit.
		  
		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="complex exponential">
		      <m:math>
			    <m:apply>
				<m:eq/>
				<m:apply>
				    <m:ci>x</m:ci>
				    <m:ci>n</m:ci>
				</m:apply>
				<m:apply>
				    <m:exp/>
				    <m:apply>
				        <m:times/>
					<m:imaginaryi/>
				        <m:ci>ω</m:ci>
				        <m:ci>n</m:ci>
				    </m:apply>
				</m:apply>
			    </m:apply>
			</m:math>
		  </note>
		  
	      </para>
	  </section>

	  
      </section><!--End section s3-->
      <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="s4">
	      <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/">Euler's relations</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="s4p1">
		  The <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">complex exponential</emphasis> function can be written
		  as a sum of its real and imaginary part.
		  <equation 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="eqn2">
		    <m:math>
		        <m:apply>
			    <m:eq/>
			    <m:apply><!--Start lhs 1eq sign-->
			        <m:eq/>
				<m:apply>
				    <m:ci>x</m:ci>
				    <m:ci>n</m:ci>
				</m:apply>
			        <m:apply>
				    <m:exp/>
				    <m:apply>
				        <m:times/>
					<m:imaginaryi/>
					<m:ci>ω</m:ci>
					<m:ci>n</m:ci>
				    </m:apply>
				</m:apply>
			    </m:apply><!--End rhs 1eq sign-->
			    <m:apply>
			        <m:plus/>
				<m:apply>
				    <m:cos/>
					<m:apply>
					    <m:times/>
					    <m:ci>ω</m:ci>
					    <m:ci>n</m:ci>
					</m:apply>
			        </m:apply>
				    <m:apply>
					<m:times/>
					<m:imaginaryi/>
					<m:apply>
					    <m:sin/>
					    <m:apply>
						<m:times/>
						<m:ci>ω</m:ci>
						<m:ci>n</m:ci>
					    </m:apply>
					</m:apply>
				    </m:apply>
				
			     </m:apply>			
			   </m:apply>
		     </m:math>
		  </equation>

		  By complex conjugating <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn2"/> and add / subtract the result with <cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" target="eqn2"/>
		  we obtain Euler's relations.
		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="Euler relation 1">
		      <m:math>
			    <m:apply>
				<m:eq/>
				<m:apply>
				    <m:cos/>
				    <m:apply>
				        <m:times/>
					<m:ci>ω</m:ci>
				        <m:ci>n</m:ci>
				    </m:apply>
				</m:apply>
				<m:apply>
				    <m:divide/>
				    <m:apply>
				        <m:plus/>
					<m:apply>
					    <m:exp/>
					        <m:apply>
						    <m:times/>
						    <m:imaginaryi/>
						    <m:ci>ω</m:ci>
						    <m:ci>n</m:ci>
						</m:apply>
					</m:apply>
					<m:apply>
					    <m:exp/>
					        <m:apply>
						    <m:minus/>
						    <m:apply>
							<m:times/>
							<m:imaginaryi/>
							<m:ci>ω</m:ci>
							<m:ci>n</m:ci>
						    </m:apply>
						</m:apply>
					</m:apply>
					
				    </m:apply>
				    <m:cn>2</m:cn>
				</m:apply>
			    </m:apply>
			</m:math>
		  </note>
		  <note xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" type="Euler relation 2">
		      <m:math>
			    <m:apply>
				<m:eq/>
				<m:apply>
				    <m:sin/>
				    <m:apply>
				        <m:times/>
					<m:ci>ω</m:ci>
				        <m:ci>n</m:ci>
				    </m:apply>
				</m:apply>
				<m:apply>
				    <m:divide/>
				    <m:apply>
				        <m:minus/>
					<m:apply>
					    <m:exp/>
					        <m:apply>
						    <m:times/>
						    <m:imaginaryi/>
						    <m:ci>ω</m:ci>
						    <m:ci>n</m:ci>
						</m:apply>
					</m:apply>
					<m:apply>
					    <m:exp/>
					        <m:apply>
						    <m:minus/>
						    <m:apply>
							<m:times/>
							<m:imaginaryi/>
							<m:ci>ω</m:ci>
							<m:ci>n</m:ci>
						    </m:apply>
						</m:apply>
					</m:apply>
				    </m:apply>
				    <m:apply>
					<m:times/>
					<m:cn>2</m:cn>
					<m:imaginaryi/>
				    </m:apply>
				</m:apply>
			    </m:apply>
			</m:math>
		  </note>
		  The importance of Euler's relations can hardly be stressed enough.
	      </para>
	  </section><!--End section s4-->
	  <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="s5">
	      <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/">Matlab files</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="s5p1">
	          <link 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="http://cnx.rice.edu/content/m11476/latest/unit_step_discrete.m">unit_step_discrete.m</link>
              </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="s6">
      	      <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="s6p1">
	          Take a look at
		  <list 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="l2" type="inline">
		      <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11479">Introduction</cnxn></item>
	              <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11478">Analog signals</cnxn></item>
		      <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11527">Discrete vs Analog signals</cnxn></item>
		      <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11477">Frequency definitions and periodicity</cnxn></item>
		      <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11526">Energy &amp; Power</cnxn></item>
		      <item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/"><cnxn xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" document="m11482">Exercises</cnxn></item>	
	          </list> ?
	      </para>
      </section>



  </content>
  
</document>
