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		<id>https://wiki.biouml.org/index.php?action=history&amp;feed=atom&amp;title=Cellular_genetic_algorithm_%28analysis%29</id>
		<title>Cellular genetic algorithm (analysis) - Revision history</title>
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		<updated>2026-04-13T03:10:39Z</updated>
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	<entry>
		<id>https://wiki.biouml.org/index.php?title=Cellular_genetic_algorithm_(analysis)&amp;diff=4012&amp;oldid=prev</id>
		<title>WikiBot: Class name added</title>
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				<updated>2013-05-31T04:15:30Z</updated>
		
		<summary type="html">&lt;p&gt;Class name added&lt;/p&gt;
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			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;← Older revision&lt;/td&gt;
			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 04:15, 31 May 2013&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;color: red; font-weight: bold; text-decoration: none;&quot;&gt;;Class&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Ru.biosoft.analysis.optimization (plugin)|ru.biosoft.analysis.optimization (Common methods of data optimization analysis plug-in)]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Ru.biosoft.analysis.optimization (plugin)|ru.biosoft.analysis.optimization (Common methods of data optimization analysis plug-in)]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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		<author><name>WikiBot</name></author>	</entry>

	<entry>
		<id>https://wiki.biouml.org/index.php?title=Cellular_genetic_algorithm_(analysis)&amp;diff=2535&amp;oldid=prev</id>
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				<updated>2013-05-07T03:52:03Z</updated>
		
		<summary type="html">&lt;p&gt;Link to plugin page&lt;/p&gt;
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			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 03:52, 7 May 2013&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;background: #ffa; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:ru.biosoft.analysis.optimization (Common methods of data optimization analysis plug-in)&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[Ru.biosoft.analysis.optimization (plugin)|&lt;/ins&gt;ru.biosoft.analysis.optimization (Common methods of data optimization analysis plug-in)&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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		<author><name>WikiBot</name></author>	</entry>

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				<updated>2013-05-06T04:48:00Z</updated>
		
		<summary type="html">&lt;p&gt;Plugin name added&lt;/p&gt;
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			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 04:48, 6 May 2013&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;color: red; font-weight: bold; text-decoration: none;&quot;&gt;;Plugin&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;color: red; font-weight: bold; text-decoration: none;&quot;&gt;:ru.biosoft.analysis.optimization (Common methods of data optimization analysis plug-in)&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>WikiBot</name></author>	</entry>

	<entry>
		<id>https://wiki.biouml.org/index.php?title=Cellular_genetic_algorithm_(analysis)&amp;diff=1968&amp;oldid=prev</id>
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				<updated>2013-04-23T10:03:33Z</updated>
		
		<summary type="html">&lt;p&gt;Space after icon&lt;/p&gt;
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			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 10:03, 23 April 2013&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Analysis title&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Analysis title&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;background: #ffa; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[File:Optimization-Cellular-genetic-algorithm-icon.png]]Cellular genetic algorithm&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[File:Optimization-Cellular-genetic-algorithm-icon.png]] Cellular genetic algorithm&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Provider&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Provider&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:[[Institute of Systems Biology]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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		<author><name>WikiBot</name></author>	</entry>

	<entry>
		<id>https://wiki.biouml.org/index.php?title=Cellular_genetic_algorithm_(analysis)&amp;diff=1715&amp;oldid=prev</id>
		<title>WikiBot: Analysis icon added</title>
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				<updated>2013-04-23T09:58:26Z</updated>
		
		<summary type="html">&lt;p&gt;Analysis icon added&lt;/p&gt;
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			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;← Older revision&lt;/td&gt;
			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 09:58, 23 April 2013&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Analysis title&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Analysis title&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;background: #ffa; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:Cellular genetic algorithm&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;background: #cfc; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;:&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;[[File:Optimization-Cellular-genetic-algorithm-icon.png]]&lt;/ins&gt;Cellular genetic algorithm&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Provider&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;;Provider&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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	<entry>
		<id>https://wiki.biouml.org/index.php?title=Cellular_genetic_algorithm_(analysis)&amp;diff=1415&amp;oldid=prev</id>
		<title>WikiBot: Adding provider-specific categories</title>
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				<updated>2013-04-19T04:08:46Z</updated>
		
		<summary type="html">&lt;p&gt;Adding provider-specific categories&lt;/p&gt;
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			&lt;td colspan='2' style=&quot;background-color: white; color:black;&quot;&gt;Revision as of 04:08, 19 April 2013&lt;/td&gt;
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&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background: #eee; color:black; font-size: smaller;&quot;&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
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&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;=== Multi-objective cellular genetic algorithm (MOCell) ===&lt;br /&gt;
&lt;br /&gt;
The cellular model of the genetic algorithms works on a single population of candidate solutions (individuals)&amp;lt;sup&amp;gt;1&amp;lt;/sup&amp;gt;. MOCell is an adaptation of the algorithm to the multi-objective field&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt;. The main steps of the algorithm are the following.&lt;br /&gt;
&lt;br /&gt;
'''Initialization.''' The one individual in the initial population is defined by the user, the others are uniformly randomly generated.&lt;br /&gt;
&lt;br /&gt;
'''Evaluation.''' Once we initialized the population, or when a new solution offspring is created, it is necessary to calculate the fitness values for all individuals in this population. For this purpose, we need to find values of objective and penalty functions. (The latter is in the case of the constraint optimization.)&lt;br /&gt;
&lt;br /&gt;
'''Selection.''' Through the selection, we favor solutions, which have the highest fitness value (that means the lowest values of both objective and penalty function values) in the search.&lt;br /&gt;
&lt;br /&gt;
'''Recombination.''' The recombination combines two parent solutions for creating a new offspring using Simulated Binary Crossover (SBX).&lt;br /&gt;
&lt;br /&gt;
'''Mutation.''' The mutation randomly modifies the offspring using the polynomial operator.&lt;br /&gt;
&lt;br /&gt;
'''Replacement.''' Individuals of the offspring population created through selection, recombination and mutation, replace individuals of the parent population if their fitness values are higher.&lt;br /&gt;
&lt;br /&gt;
==== References ====&lt;br /&gt;
&lt;br /&gt;
# E Alba and B Dorronsoro. &amp;quot;Cellular Genetic Algorithms&amp;quot;. New York: Springer, 2008.&lt;br /&gt;
# AJ Nebro, JJ Durillo, F Luna, B Dorronsoro and E Alba. &amp;quot;A Cellular Genetic Algorithm for Multiobjective Optimization&amp;quot;. International Journal of Intelligent Systems, 24(7): 726-746, 2009.&lt;br /&gt;
&lt;br /&gt;
[[Category:Analyses]]&lt;br /&gt;
[[Category:Optimization (analyses group)]]&lt;/div&gt;</summary>
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