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		<title>Geng Cassandras 2013a - Revision history</title>
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		<updated>2026-04-23T20:00:11Z</updated>
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		<title>Scipediacontent: Scipediacontent moved page Draft Content 430883153 to Geng Cassandras 2013a</title>
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		<summary type="html">&lt;p&gt;Scipediacontent moved page &lt;a href=&quot;/public/Draft_Content_430883153&quot; class=&quot;mw-redirect&quot; title=&quot;Draft Content 430883153&quot;&gt;Draft Content 430883153&lt;/a&gt; to &lt;a href=&quot;/public/Geng_Cassandras_2013a&quot; title=&quot;Geng Cassandras 2013a&quot;&gt;Geng Cassandras 2013a&lt;/a&gt;&lt;/p&gt;
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				&lt;td colspan='1' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan='1' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Revision as of 20:46, 3 February 2021&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan='2' style='text-align: center;' lang='en'&gt;&lt;div class=&quot;mw-diff-empty&quot;&gt;(No difference)&lt;/div&gt;
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		<author><name>Scipediacontent</name></author>	</entry>

	<entry>
		<id>https://www.scipedia.com/wd/index.php?title=Geng_Cassandras_2013a&amp;diff=209091&amp;oldid=prev</id>
		<title>Scipediacontent: Created page with &quot; == Abstract ==  We address the traffic light control problem for a single intersection by viewing it as a stochastic hybrid system and developing a Stochastic Flow Model (SFM...&quot;</title>
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		<summary type="html">&lt;p&gt;Created page with &amp;quot; == Abstract ==  We address the traffic light control problem for a single intersection by viewing it as a stochastic hybrid system and developing a Stochastic Flow Model (SFM...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&lt;br /&gt;
== Abstract ==&lt;br /&gt;
&lt;br /&gt;
We address the traffic light control problem for a single intersection by viewing it as a stochastic hybrid system and developing a Stochastic Flow Model (SFM) for it. We adopt a quasi-dynamic control policy based on partial state information defined by detecting whether vehicle backlog is above or below a certain threshold, without the need to observe an exact vehicle count. The policy is parameterized by green and red cycle lengths which depend on this partial state information. Using Infinitesimal Perturbation Analysis (IPA), we derive online gradient estimators of an average traffic congestion metric with respect to these controllable green and red cycle lengths when the vehicle backlog is above or below the threshold. The estimators are used to iteratively adjust light cycle lengths so as to improve performance and, in conjunction with a standard gradient-based algorithm, to seek optimal values which adapt to changing traffic conditions. Simulation results are included to illustrate the approach and quantify the benefits of quasidynamic traffic light control over earlier static approaches.&lt;br /&gt;
&lt;br /&gt;
Comment: arXiv admin note: substantial text overlap with arXiv:1204.1910&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Original document ==&lt;br /&gt;
&lt;br /&gt;
The different versions of the original document can be found in:&lt;br /&gt;
&lt;br /&gt;
* [http://arxiv.org/abs/1308.0864 http://arxiv.org/abs/1308.0864]&lt;br /&gt;
&lt;br /&gt;
* [http://arxiv.org/pdf/1308.0864 http://arxiv.org/pdf/1308.0864]&lt;br /&gt;
&lt;br /&gt;
* [http://xplorestaging.ieee.org/ielx7/6749719/6759837/06759993.pdf?arnumber=6759993 http://xplorestaging.ieee.org/ielx7/6749719/6759837/06759993.pdf?arnumber=6759993],&lt;br /&gt;
: [http://dx.doi.org/10.1109/cdc.2013.6759993 http://dx.doi.org/10.1109/cdc.2013.6759993]&lt;br /&gt;
&lt;br /&gt;
* [https://dblp.uni-trier.de/db/journals/corr/corr1308.html#GengC13 https://dblp.uni-trier.de/db/journals/corr/corr1308.html#GengC13],&lt;br /&gt;
: [http://dx.doi.org/10.1109/CDC.2013.6759993 http://dx.doi.org/10.1109/CDC.2013.6759993],&lt;br /&gt;
: [https://academic.microsoft.com/#/detail/2077248148 https://academic.microsoft.com/#/detail/2077248148]&lt;/div&gt;</summary>
		<author><name>Scipediacontent</name></author>	</entry>

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