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		<id>http://opendino.org/wiki/index.php?action=history&amp;feed=atom&amp;title=Documentation%2FModules%2FOptAlgMOPSO</id>
		<title>Documentation/Modules/OptAlgMOPSO - Versionsgeschichte</title>
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		<updated>2026-06-10T00:58:54Z</updated>
		<subtitle>Versionsgeschichte dieser Seite in OpenDino</subtitle>
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	<entry>
		<id>http://opendino.org/wiki/index.php?title=Documentation/Modules/OptAlgMOPSO&amp;diff=209&amp;oldid=prev</id>
		<title>Dirk: /* Source Code */</title>
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				<updated>2015-10-25T19:43:10Z</updated>
		
		<summary type="html">&lt;p&gt;‎&lt;span dir=&quot;auto&quot;&gt;&lt;span class=&quot;autocomment&quot;&gt;Source Code&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Nächstältere Version&lt;/td&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Version vom 25. Oktober 2015, 19:43 Uhr&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l73&quot; &gt;Zeile 73:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Zeile 73:&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-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==Source Code==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==Source Code==&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-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;ToDo&lt;/del&gt;:&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;Link to SVN&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;https&lt;/ins&gt;:&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;//sourceforge.net/p/opendino/code/HEAD/tree/trunk/src/org/opendino/modules/optAlg/OptAlgMoPso.java&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-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&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-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==References==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==References==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Dirk</name></author>	</entry>

	<entry>
		<id>http://opendino.org/wiki/index.php?title=Documentation/Modules/OptAlgMOPSO&amp;diff=45&amp;oldid=prev</id>
		<title>Admin am 15. Februar 2013 um 21:46 Uhr</title>
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				<updated>2013-02-15T21:46:18Z</updated>
		
		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class='diff-marker' /&gt;
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				&lt;tr style='vertical-align: top;' lang='de'&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;← Nächstältere Version&lt;/td&gt;
				&lt;td colspan='2' style=&quot;background-color: white; color:black; text-align: center;&quot;&gt;Version vom 15. Februar 2013, 21:46 Uhr&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Zeile 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Zeile 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;= The Multi-Objective Particle Swarm Optimizer =&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color:black; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&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-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==Summary==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==Summary==&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-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f9f9f9; color: #333333; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #e6e6e6; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Admin</name></author>	</entry>

	<entry>
		<id>http://opendino.org/wiki/index.php?title=Documentation/Modules/OptAlgMOPSO&amp;diff=20&amp;oldid=prev</id>
		<title>Dirk: Created page with &quot;= The Multi-Objective Particle Swarm Optimizer =  ==Summary==  This optimization module is an implementation of the particle swarm optimization algorithm for single- and multi-ob...&quot;</title>
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				<updated>2013-02-15T20:36:42Z</updated>
		
		<summary type="html">&lt;p&gt;Created page with &amp;quot;= The Multi-Objective Particle Swarm Optimizer =  ==Summary==  This optimization module is an implementation of the particle swarm optimization algorithm for single- and multi-ob...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Neue Seite&lt;/b&gt;&lt;/p&gt;&lt;div&gt;= The Multi-Objective Particle Swarm Optimizer =&lt;br /&gt;
&lt;br /&gt;
==Summary==&lt;br /&gt;
&lt;br /&gt;
This optimization module is an implementation of the particle swarm optimization algorithm for single- and multi-objective optimization [[#References | (1)]], however it contains some modifications to the publication. The algorithm reflects the natural movement of flocking birds.&lt;br /&gt;
&lt;br /&gt;
The algorithm is elitist: Always the best particles are kept as guides.&lt;br /&gt;
&lt;br /&gt;
This algorithm is designed for continuous variables and can not handle discrete problems.&lt;br /&gt;
Furthermore, the algorithm is implemented for minimizing a single and multiple objective function(s).&lt;br /&gt;
&lt;br /&gt;
==Properties==&lt;br /&gt;
&lt;br /&gt;
===General===&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot; style=&amp;quot;text-align:left&amp;quot; border=&amp;quot;2&amp;quot; cellpadding=&amp;quot;5&amp;quot; cellspacing=&amp;quot;5&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Algorithm&lt;br /&gt;
| stochastic - stochastic adaptation of the velocities.&lt;br /&gt;
|-&lt;br /&gt;
! Design Variables&lt;br /&gt;
| Written for continuous variables. No discrete or mixed variables are possible.&lt;br /&gt;
|-&lt;br /&gt;
! Objectives&lt;br /&gt;
| single- and multi-objective for minimization.&lt;br /&gt;
|-&lt;br /&gt;
! Constraint handling &lt;br /&gt;
| no&lt;br /&gt;
|-&lt;br /&gt;
! Boundary handling &lt;br /&gt;
| no&lt;br /&gt;
|-&lt;br /&gt;
! Initialization&lt;br /&gt;
| Requires at least one of the following: initial search region or bounds. &lt;br /&gt;
|-&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
===Connections===&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot; style=&amp;quot;text-align:left&amp;quot; border=&amp;quot;1&amp;quot; cellpadding=&amp;quot;5&amp;quot; cellspacing=&amp;quot;0&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Starting at this module &lt;br /&gt;
| Module requires exactly one connection of type &amp;lt;code&amp;gt;optimization&amp;lt;/code&amp;gt;.&lt;br /&gt;
|-&lt;br /&gt;
! Ending at this module &lt;br /&gt;
| -&lt;br /&gt;
|-&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
===Actions===&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot; style=&amp;quot;text-align:left&amp;quot; border=&amp;quot;1&amp;quot; cellpadding=&amp;quot;5&amp;quot; cellspacing=&amp;quot;0&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Name !! Description &lt;br /&gt;
|-&lt;br /&gt;
! '''Run'''&lt;br /&gt;
| starts the optimization.&lt;br /&gt;
|-&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
===Options===&lt;br /&gt;
The options are currently described in the pop-up help.&lt;br /&gt;
&lt;br /&gt;
==Module Description== &lt;br /&gt;
&lt;br /&gt;
=== Initialization ===&lt;br /&gt;
&lt;br /&gt;
The initial particles are randomly generated within the &amp;lt;code&amp;gt;initial search region&amp;lt;/code&amp;gt; (if existing) or otherwise between the &amp;lt;code&amp;gt;bounds&amp;lt;/code&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
=== Optimization === &lt;br /&gt;
The algorithm contains stochastic processes and operates with a set of particles. Parallelization on the basis of the number of particles is implemented.&lt;br /&gt;
&lt;br /&gt;
==Usage==&lt;br /&gt;
&lt;br /&gt;
... todo&lt;br /&gt;
&lt;br /&gt;
==Source Code==&lt;br /&gt;
&lt;br /&gt;
ToDo:Link to SVN&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
(1) Sanaz Mostaghim. Multi-Objective Evolutionary Algorithms. Data Structures,&lt;br /&gt;
Convergence, and Diversity. Paderborn, Germany, November 2004.&lt;/div&gt;</summary>
		<author><name>Dirk</name></author>	</entry>

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