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  <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/">Signal Energy vs. Signal Power</name>

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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Melissa</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Selik</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mselik@alumni.rice.edu</md:email>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Richard</md:firstname>
      <md:othername xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">G.</md:othername>
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Baraniuk</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">richb@rice.edu</md:email>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Adam</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Blair</md:surname>
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      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Romberg</md:surname>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Melissa</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Selik</md:surname>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Richard</md:firstname>
      <md:othername xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">G.</md:othername>
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Baraniuk</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">richb@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="rars">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Ricardo</md:firstname>
      <md:othername xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Anthony</md:othername>
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Radaelli-Sanchez</md:surname>
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  </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/">continuous time</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">signals and systems</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">signal energy</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">signal power</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">mean square value</md:keyword>
    <md:keyword xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">root mean squared</md:keyword>
  </md:keywordlist>

  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Defines energy and power as ways to measure a signal.
</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="para1">
      The idea of the "size" of a signal is crucial to many
      applications.  It is nice to know how much electricity can be
      used in a defibrillator without ill effects, for instance.  It is
      also nice to know if the signal driving a set of headpones is
      enough to create a sound.  While both of these examples deal
      with electric signals, they are clearly very different signals
      with very different tolerances.  For this reason, it is
      convenient to quantify this idea of "size".  This leads to the
      ideas of signal energy and signal power.
    </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="energy">
      <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/">Signal Energy</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="para2">
	Since we often think of signal as a function of varying
	amplitude through time, it seems to reason that a good
	measurement of the strength of a signal would be the area
	under the curve.  However, this area may have a negative part.
	This negative part does not have less strength than a positive
	signal of the same size (reversing your grip on the paper clip
	in the socket is not going to make you any more lively).  This
	suggests either squaring the signal or taking its absolute
	value, then finding the area under that curve.  It turns out
	that what we call the <term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">energy</term> of a signal is the
	area under the squared signal.
      </para>

      <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="fig1">
	<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="sigsize1.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/">The energy of this signal is the shaded region.</caption>
      </figure>
      
      <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:ci>
	      <m:msub>
		<m:mi>E</m:mi>
		<m:mi>f</m:mi>
	      </m:msub>
	    </m:ci>
	    <m:apply>
	      <m:int/>
	      <m:bvar>
		<m:ci>t</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:power/>
		<m:apply>
		  <m:abs/>
		  <m:apply>
		    <m:ci type="function">f</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
		<m:cn>2</m:cn>
	      </m:apply>
	    </m:apply>
	  </m:apply>
	</m:math>
      </equation>
    </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="power">
      <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/">Signal Power</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="para3">
	Our definition of energy seems reasonable, and it is.
	However, what if the signal does not decay?  In this case we
	have infinite energy for any such signal.  Does this mean that
	a sixty hertz sine wave feeding into your headphones is as
	strong as the sixty hertz sine wave coming out of your outlet?
	Obviously not.  This is what leads us to the idea of
	<term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">signal power</term>.
      </para>
      
      <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="fig2">
	<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="sigsize2.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 simple, common signal with infinite energy.</caption>
      </figure>

      <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="para4">
	Power is a time average of energy (energy per unit time).
	This is useful when the energy of the signal goes to infinity.

	<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:ci>
		<m:msub>
		  <m:mi>P</m:mi>
		  <m:mi>f</m:mi>
		</m:msub>
	      </m:ci>
	      <m:apply>
		<m:limit/>
		<m:bvar>
		  <m:ci>T</m:ci>
		</m:bvar>
		<m:lowlimit>
		  <m:infinity/>
		</m:lowlimit>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:divide/>
		    <m:cn>1</m:cn>
		    <m:ci>T</m:ci>
		  </m:apply>
		  <m:apply>
		    <m:int/>
		    <m:bvar>
		      <m:ci>t</m:ci>
		    </m:bvar>
		    <m:lowlimit>
		      <m:apply>
			<m:minus/>
			<m:apply>
			  <m:divide/>
			  <m:ci>T</m:ci>
			  <m:cn>2</m:cn>
			</m:apply>
		      </m:apply>
		    </m:lowlimit>
		    <m:uplimit>
		      <m:apply>
			<m:divide/>
			<m:ci>T</m:ci>
			<m:cn>2</m:cn>
		      </m:apply>
		    </m:uplimit>
		    <m:apply>
		      <m:power/>
		      <m:apply>
			<m:abs/>
			<m:apply>
			  <m:ci>f</m:ci>
			  <m:ci>t</m:ci>
			</m:apply>
		      </m:apply>
		      <m:cn>2</m:cn>
		    </m:apply>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</equation>
      </para>

      <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="fig3">
	<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="sigsize3.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/">
	  We compute the energy per a specific unit of time, then
	  allow that time to go to infinity.
	</caption>
      </figure>

      <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="list1" type="enumerated">
	<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/">Compute
	  <m:math display="inline">
	    <m:apply>
	      <m:divide/>
	      <m:ci>Energy</m:ci>
	      <m:ci>T</m:ci>
	    </m:apply>
	  </m:math>
	</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/">Then look at
	  <m:math display="inline">
	    <m:apply>
	      <m:limit/>
	      <m:bvar>
		<m:ci>T</m:ci>
	      </m:bvar>
	      <m:lowlimit>
		<m:infinity/>
	      </m:lowlimit>
	      <m:apply>
		<m:divide/>
		<m:ci>Energy</m:ci>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>
	</item>
      </list>

      <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="para5">
	<m:math display="inline">
	  <m:ci><m:msub>
	      <m:mi>P</m:mi>
	      <m:mi>f</m:mi>
	    </m:msub></m:ci>
	</m:math>
	is often called the mean-square value of
	<m:math display="inline"><m:ci>f</m:ci></m:math>.
	<m:math display="inline">
	  <m:apply>
	    <m:root/>
	    <m:ci><m:msub>
		<m:mi>P</m:mi>
		<m:mi>f</m:mi>
	      </m:msub></m:ci>
	  </m:apply>
	</m:math>
	is then called the <term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">root mean squared</term>
	(<term xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">RMS</term>) value of <m:math><m:ci>f</m:ci></m:math>.
      </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="sect3">
      <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/">Energy vs. Power</name>
      <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="list2">
	<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/">"Energy signals" have finite energy.</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/">"Power signals" have finite and non-zero power.</item>
      </list>

      <exercise 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="exc1">
	<problem 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="exc1a">
	    Are all energy signals also power signals?
	  </para>
	</problem>
	<solution 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="exc1b">
	    No.  In fact, any signal with finite energy will have zero
	    power.
	  </para>
	</solution>
      </exercise>

      <exercise 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="exc2">
	<problem 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="exc2a">
	    Are all power signals also energy signals?
	  </para>
	</problem>
	<solution 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="exc2b">
	    No, any signal with non-zero power will have infinite
	    energy.
	  </para>
	</solution>
      </exercise>

      <exercise 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="exc3">
	<problem 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="exc3a">
	    Are <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/">all</emphasis> signals either energy or
	    power signals?  
	  </para>
	</problem> 
	<solution 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="exc3b">
	    No.  Any infinite-duration, increasing-magnitude function
	    will not be either.  (eg
	    <m:math display="inline">
	      <m:apply>
		<m:eq/>
		<m:apply>
		  <m:ci type="function">f</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:math>
	    is neither)
	  </para>
	</solution>
      </exercise>
    </section>
  </content>
</document>
