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		<title>GRENOUILLE</title>
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		<updated>2013-06-21T21:03:19Z</updated>

		<summary type="html">&lt;p&gt;198.129.37.70: /* Theory */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;In [[probability theory]], the &#039;&#039;&#039;Lindley equation&#039;&#039;&#039;, &#039;&#039;&#039;Lindley recursion&#039;&#039;&#039; or &#039;&#039;&#039;Lindley processes&#039;&#039;&#039;&amp;lt;ref name=&amp;quot;asmussen&amp;quot;&amp;gt;{{cite book|title=Applied probability and queues|first=Søren|last=Asmussen|publisher=Springer|year=2003|isbn=0-387-00211-1|page=23|doi=10.1007/0-387-21525-5_1}}&amp;lt;/ref&amp;gt; is a [[discrete-time stochastic process]] &#039;&#039;A&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt; where &#039;&#039;n&#039;&#039; takes [[integer]] values and&lt;br /&gt;
&lt;br /&gt;
::&#039;&#039;A&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;amp;nbsp;+&amp;amp;nbsp;1&amp;lt;/sub&amp;gt; = max(0,&amp;amp;nbsp;&#039;&#039;A&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;&amp;amp;nbsp;+&amp;amp;nbsp;&#039;&#039;B&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;).&lt;br /&gt;
&lt;br /&gt;
Processes of this form can be used to describe the waiting time of customers in a [[queueing theory|queue]] or evolution of a queue length over time. The idea was first proposed in the discussion following [[David George Kendall|Kendall]]&#039;s 1951 paper.&amp;lt;ref&amp;gt;{{cite doi|10.1007/s11134-009-9147-4}}&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;{{cite journal|last=Kendall|first=D. G.|authorlink=David George Kendall|year=1951|title=Some problems in the theory of queues|journal=Journal of the Royal Statistical Society, Series B|volume=13|pages=151&amp;amp;ndash;185|mr=MR47944|jstor=2984059}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Waiting times==&lt;br /&gt;
In [[Dennis Lindley]]&#039;s first paper on the subject&amp;lt;ref&amp;gt;{{cite journal | last = Lindley | first = D. V. | author-link = Dennis Lindley | doi = 10.1017/S0305004100027638 | mr = 0046597 | issue = 2 | journal = Mathematical Proceedings of the Cambridge Philosophical Society | pages = 277–289 | title = The theory of queues with a single server | volume = 48 | year = 1952}}&amp;lt;/ref&amp;gt; the equation is used to describe waiting times experienced by customers in a queue with the First-In First-Out (FIFO) discipline.&lt;br /&gt;
&lt;br /&gt;
::&#039;&#039;W&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;amp;nbsp;+&amp;amp;nbsp;1&amp;lt;/sub&amp;gt;&amp;amp;nbsp;=&amp;amp;nbsp;max(0,&#039;&#039;W&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;&amp;amp;nbsp;+&amp;amp;nbsp;&#039;&#039;U&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;)&lt;br /&gt;
where&lt;br /&gt;
* &#039;&#039;T&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt; is the time between the &#039;&#039;n&#039;&#039;th and (&#039;&#039;n&#039;&#039;+1)th arrivals,&lt;br /&gt;
* &#039;&#039;S&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt; is the service time of the &#039;&#039;n&#039;&#039;th customer, and&lt;br /&gt;
* &#039;&#039;U&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;&amp;amp;nbsp;=&amp;amp;nbsp;&#039;&#039;S&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;&amp;amp;nbsp;&amp;amp;minus;&amp;amp;nbsp;&#039;&#039;T&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt;&lt;br /&gt;
* &#039;&#039;W&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;n&#039;&#039;&amp;lt;/sub&amp;gt; is the waiting time of the &#039;&#039;n&#039;&#039;th customer.&lt;br /&gt;
&lt;br /&gt;
The first customer does not need to wait so &#039;&#039;W&#039;&#039;&amp;lt;sub&amp;gt;1&amp;lt;/sub&amp;gt;&amp;amp;nbsp;=&amp;amp;nbsp;0. Subsequent customers will have to wait if they arrive at a time before the previous customer has been served.&lt;br /&gt;
&lt;br /&gt;
==Queue lengths==&lt;br /&gt;
The evolution of the queue length process can also be written in the form of a Lindley equation.&lt;br /&gt;
&lt;br /&gt;
==Integral equation==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Lindley&#039;s integral equation&#039;&#039;&#039; is a relationship satisfied by the stationary waiting time distribution F(&#039;&#039;x&#039;&#039;) in a [[G/G/1 queue]].&lt;br /&gt;
&lt;br /&gt;
::&amp;lt;math&amp;gt;F(x) = \int_{0^-}^\infty K(x-y)F(\text{d}y) \quad x \geq 0&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where K(&#039;&#039;x&#039;&#039;) is the distribution function of the random variable denoting the difference between the (&#039;&#039;k&#039;&#039;&amp;amp;nbsp;-&amp;amp;nbsp;1)th customer&#039;s arrival and the inter-arrival time between (&#039;&#039;k&#039;&#039;&amp;amp;nbsp;-&amp;amp;nbsp;1)th and &#039;&#039;k&#039;&#039;th customers. The [[Wiener–Hopf method]] can be used to solve this expression.&amp;lt;ref&amp;gt;{{cite doi|10.1007/978-3-642-80838-8_5}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Notes==&lt;br /&gt;
{{Reflist}}&lt;br /&gt;
&lt;br /&gt;
{{Queueing theory}}&lt;br /&gt;
&lt;br /&gt;
{{DEFAULTSORT:Lindley equation}}&lt;br /&gt;
[[Category:Queueing theory]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
{{mathapplied-stub}}&lt;/div&gt;</summary>
		<author><name>198.129.37.70</name></author>
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