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<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="m10747">
  <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/">Little's Theorem</name>
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  <md:created xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2002/07/19</md:created>
  <md:revised xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">2003/03/05</md:revised>
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      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Bart</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Sinclair</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">bs@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/">Charlet</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Reedstrom</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">charlet@rice.edu</md:email>
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    <md:maintainer xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="bs">
      <md:firstname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Bart</md:firstname>
      
      <md:surname xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">Sinclair</md:surname>
      <md:email xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">bs@rice.edu</md:email>
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  <md:abstract xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/">(Blank Abstract)</md:abstract>
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  <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/">
    <rule 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="littles" type="theorem">
      <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/">Little's Theorem</name>
      <statement 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="intro">
	  Little's Theorem (sometimes called <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/">Little's
	  Law</term>) is a statement of what was a "folk theorem" in
	  operations research for many years:
	  <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:mean/>
		  <m:ci>N</m:ci>
		</m:apply>
		<m:apply>
		  <m:times/>
		  <m:ci>λ</m:ci>
		  <m:apply>
		    <m:mean/>
		    <m:ci>T</m:ci>
		  </m:apply>
		</m:apply>
	      </m:apply>
	    </m:math>
	  </equation>

	  where <m:math><m:ci>N</m:ci></m:math> is the random variable
	  for the number of jobs or customers in a system,
	  <m:math><m:ci>λ</m:ci></m:math> is the arrival rate
	  at which jobs arrive, and <m:math><m:ci>T</m:ci></m:math> is
	  the random variable for the time a job spends in the system
	  (all of this assuming steady-state).  What is remarkable
	  about Little's Theorem is that it applies to
	  <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/">any</emphasis> system, regardless of the arrival
	  time process or what the "system" looks like inside.
	</para>
      </statement>

      <proof 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="proof">
	  Define the following:
	  <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="prooflist">
	    <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/">
	      <m:math>
		<m:apply>
		  <m:ci type="fn">α</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:math> ≡ number of arrivals in the interval
	      <m:math>
		<m:interval>
		  <m:cn>0</m:cn>
		  <m:ci>t</m:ci>
		</m:interval>
	      </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/">
	      <m:math>
		<m:apply>
		  <m:ci type="fn">δ</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:math> ≡ number of departures in the interval
	      <m:math>
		<m:interval>
		  <m:cn>0</m:cn>
		  <m:ci>t</m:ci>
		</m:interval>
	      </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/">
	      <m:math>
		<m:apply>
		  <m:ci type="fn">N</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:math> ≡ number of jobs in the system at time
	      <m:math>
		<m:apply>
		  <m:eq/>
		  <m:ci>t</m:ci>
		  <m:apply>
		    <m:minus/>
		    <m:apply>
		      <m:ci type="fn">α</m:ci>
		      <m:ci>t</m:ci>
		    </m:apply>
		    <m:apply>
		      <m:ci type="fn">δ</m:ci>
		      <m:ci>t</m:ci>
		  </m:apply>
		  </m:apply>
		</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/">
	      <m:math>
		<m:apply>
		  <m:ci type="fn">γ</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:math> ≡ accumulated customer - seconds in 
	      <m:math>
		<m:interval>
		  <m:cn>0</m:cn>
		  <m:ci>t</m:ci>
		</m:interval>
	      </m:math>
	    </item>
	  </list>

	  These functions are graphically shown in the following
	  figure:
	</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="Littles_Law.png"/>
	</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="para2">
	  The shaded area between the arrival and departure curves is
	  <m:math>
	    <m:apply>
	      <m:ci type="fn">γ</m:ci>
	      <m:ci>t</m:ci>
	    </m:apply>
	  </m:math>.

	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">λ</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:mtext>arrival rate over the interval [0,t]</m:mtext>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:ci type="fn">α</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:mean/>
		<m:ci><m:msub>
		    <m:mi>N</m:mi>
		    <m:mi>t</m:mi>
		  </m:msub></m:ci>
	      </m:apply>
	      <m:mtext>average # of jobs during the interval [0,t]</m:mtext>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:ci type="fn">γ</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:ci>t</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:mean/>
		<m:ci><m:msub>
		    <m:mi>T</m:mi>
		    <m:mi>t</m:mi>
		  </m:msub></m:ci>
	      </m:apply>
	      <m:mtext>average time a job spends in the system in [0,t]</m:mtext>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:ci type="fn">γ</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">α</m:ci>
		  <m:ci>t</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  <m:math display="block">
	    <m:ci>⇒</m:ci>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:ci type="fn">γ</m:ci>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:apply>
		  <m:mean/>
		  <m:ci><m:msub>
		      <m:mi>T</m:mi>
		      <m:mi>t</m:mi>
		    </m:msub></m:ci>
		</m:apply>
		<m:apply>
		  <m:ci type="fn">α</m:ci>
		  <m:ci>t</m:ci>
		  </m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  <m:math display="block">
	    <m:apply>
	      <m:implies/>
	    </m:apply>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:mean/>
		<m:ci><m:msub>
		    <m:mi>N</m:mi>
		    <m:mi>t</m:mi>
		  </m:msub></m:ci>
	      </m:apply>
	      <m:apply>
		<m:divide/>
		<m:apply>
		  <m:times/>
		  <m:apply>
		    <m:mean/>
		    <m:ci><m:msub>
			<m:mi>T</m:mi>
			<m:mi>t</m:mi>
		      </m:msub></m:ci>
		  </m:apply>
		  <m:apply>
		    <m:ci type="fn">α</m:ci>
		    <m:ci>t</m:ci>
		  </m:apply>
		</m:apply>
		<m:ci>t</m:ci>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:ci><m:msub>
		    <m:mi>λ</m:mi>
		    <m:mi>t</m:mi>
		  </m:msub></m:ci>
		<m:apply>
		  <m:mean/>
		  <m:ci><m:msub>
		      <m:mi>T</m:mi>
		      <m:mi>t</m:mi>
		    </m:msub></m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  Assume that the following limits exist:

	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:limit/>
		<m:bvar><m:ci>t</m:ci></m:bvar>
		<m:lowlimit>
		  <m:infinity/>
		</m:lowlimit>
		<m:ci><m:msub>
		    <m:mi>λ</m:mi>
		    <m:mi>t</m:mi>
		  </m:msub></m:ci>
	      </m:apply>
	      <m:ci>λ</m:ci>
	    </m:apply>
	  </m:math>
	  
	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:limit/>
		<m:bvar><m:ci>t</m:ci></m:bvar>
		<m:lowlimit>
		  <m:infinity/>
		</m:lowlimit>
		<m:apply>
		  <m:mean/>
		  <m:ci><m:msub>
		      <m:mi>T</m:mi>
		      <m:mi>t</m:mi>
		    </m:msub></m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:mean/>
		<m:ci>T</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  Then

	  <m:math display="block">
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:limit/>
		<m:bvar><m:ci>t</m:ci></m:bvar>
		<m:lowlimit>
		  <m:infinity/>
		</m:lowlimit>
		<m:apply>
		  <m:mean/>
		  <m:ci><m:msub>
		      <m:mi>N</m:mi>
		      <m:mi>t</m:mi>
		    </m:msub></m:ci>
		</m:apply>
	      </m:apply>
	      <m:apply>
		<m:mean/>
		<m:ci>N</m:ci>
	      </m:apply>
	    </m:apply>
	  </m:math>

	  also exists and is given by 
	  <m:math>
	    <m:apply>
	      <m:eq/>
	      <m:apply>
		<m:mean/>
		<m:ci>N</m:ci>
	      </m:apply>
	      <m:apply>
		<m:times/>
		<m:ci>λ</m:ci>
		<m:apply>
		  <m:mean/>
		  <m:ci>T</m:ci>
		</m:apply>
	      </m:apply>
	    </m:apply>
	  </m:math>.
	</para>
      </proof>
    </rule>
  </content>
</document>
