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	<title>Stigmergy - Revision history</title>
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	<updated>2026-07-19T17:27:57Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=736&amp;oldid=prev</id>
		<title>Jfromm at 08:39, 10 May 2009</title>
		<link rel="alternate" type="text/html" href="https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=736&amp;oldid=prev"/>
		<updated>2009-05-10T08:39:33Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 03:39, 10 May 2009&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-l4&quot;&gt;Line 4:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 4:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &amp;quot;Stimulation of workers by the performance they have achieved.&amp;quot; Grasse showed that a particular configuration of a termite’s  &lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &amp;quot;Stimulation of workers by the performance they have achieved.&amp;quot; Grasse showed that a particular configuration of a termite’s  &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;environment, for example the building and maintaining of a nest, triggered a response in a termite to modify the environment. The resulting modification &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;is stimulating &lt;/del&gt;in turn other responses which further &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;transform &lt;/del&gt;the environment. Therefore it is the nest itself which regulates and coordinates its own construction. In a special issue of the journal Artificial Life on stigmergy, Eric Bonabeau said &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;about it&lt;/del&gt;:&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;environment, for example the building and maintaining of a nest, triggered a response in a termite to modify the environment. The resulting modification in turn &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;stimulated &lt;/ins&gt;other responses which further &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;transformed &lt;/ins&gt;the environment. Therefore it is the nest itself which regulates and coordinates its own construction. In a special issue of the journal Artificial Life on stigmergy, Eric Bonabeau said:&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;:&amp;quot;The concept of stigmergy was introduced by Pierre-Paul Grasse in the 1950&amp;#039;s to describe the indirect communication taking place among individuals in social insect societies. Stigmergy was originally defined by Grasse in his studies on the reconstruction of termite nests. Grasse showed that the regulation and coordination of the building activity do not depend on the workers themselves but is mainly achieved by the nest: a stimulating configuration triggers a response of a termite worker, transforming the configuration into another configuration that may trigger in turn another, possibly different, action performed by the same termite or any other worker in the colony.&amp;quot;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;:&amp;quot;The concept of stigmergy was introduced by Pierre-Paul Grasse in the 1950&amp;#039;s to describe the indirect communication taking place among individuals in social insect societies. Stigmergy was originally defined by Grasse in his studies on the reconstruction of termite nests. Grasse showed that the regulation and coordination of the building activity do not depend on the workers themselves but is mainly achieved by the nest: a stimulating configuration triggers a response of a termite worker, transforming the configuration into another configuration that may trigger in turn another, possibly different, action performed by the same termite or any other worker in the colony.&amp;quot;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Jfromm</name></author>
	</entry>
	<entry>
		<id>https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=735&amp;oldid=prev</id>
		<title>Jfromm at 08:37, 10 May 2009</title>
		<link rel="alternate" type="text/html" href="https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=735&amp;oldid=prev"/>
		<updated>2009-05-10T08:37:31Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 03:37, 10 May 2009&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-l3&quot;&gt;Line 3:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 3:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;Stigmergy&amp;#039;&amp;#039;&amp;#039; is a core principle behind the phenomenon of [[Swarm Intelligence|swarm intelligence]]. It is a method of indirect communication and collective stimulation in [[Emergence|emergent]] systems in which the individual parts of the system communicate with one another by modifying their local environment. In other words it is a social phenomenon in which agents organize themselves by affecting their environment rather than communicating directly one to another. The agents do their work and are at the same time organized by (the result and product of) this work.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;Stigmergy&amp;#039;&amp;#039;&amp;#039; is a core principle behind the phenomenon of [[Swarm Intelligence|swarm intelligence]]. It is a method of indirect communication and collective stimulation in [[Emergence|emergent]] systems in which the individual parts of the system communicate with one another by modifying their local environment. In other words it is a social phenomenon in which agents organize themselves by affecting their environment rather than communicating directly one to another. The agents do their work and are at the same time organized by (the result and product of) this work.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &quot;Stimulation of workers by the performance they have achieved.&quot; It is now also employed in experimental research in robotics, [[Multi-Agent System|multi-agent system]] and communication in computer networks. The name comes from the Greek &#039;&#039;stigma&#039;&#039; (sting, goad, stimulation) and &#039;&#039;ergon&#039;&#039; (work, product of labor) and means therefore literally &quot;stimulating product of labour&quot;. It was introduced to explain collective task coordination and regulation in the context of nest construction among termites.   &lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &quot;Stimulation of workers by the performance they have achieved.&quot; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Grasse showed that a particular configuration of a termite’s &lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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 style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;environment, for example the building and maintaining of a nest, triggered a response in a termite to modify the environment. The resulting modification is stimulating in turn other responses which further transform the environment. Therefore it is the nest itself which regulates and coordinates its own construction. In a special issue of the journal Artificial Life on stigmergy, Eric Bonabeau said about it:&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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 style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;:&quot;The concept of stigmergy was introduced by Pierre-Paul Grasse in the 1950&#039;s to describe the indirect communication taking place among individuals in social insect societies. Stigmergy was originally defined by Grasse in his studies on the reconstruction of termite nests. Grasse showed that the regulation and coordination of the building activity do not depend on the workers themselves but is mainly achieved by the nest: a stimulating configuration triggers a response of a termite worker, transforming the configuration into another configuration that may trigger in turn another, possibly different, action performed by the same termite or any other worker in the colony.&quot;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;It is now also employed in experimental research in robotics, [[Multi-Agent System|multi-agent system]] and communication in computer networks. The name comes from the Greek &#039;&#039;stigma&#039;&#039; (sting, goad, stimulation) and &#039;&#039;ergon&#039;&#039; (work, product of labor) and means therefore literally &quot;stimulating product of labour&quot;. It was introduced to explain collective task coordination and regulation in the context of nest construction among termites.   &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Stigmergy was first observed in nature; for example, termites and ants communicate to one another to find and collect food (foraging process) by laying down pheromones along their trails (see the [http://ccl.northwestern.edu/netlogo/models/Ants NetLogo Ant Model]). Another common example is nest-building in termites. Termites also use pheromones to build very complex structures by following a simple decentralized rule set. Each insect scoops up a &amp;#039;mudball&amp;#039; or similar material from its environment, invests the ball with pheromones, and deposits it on the ground. Termites are attracted to their nestmates&amp;#039; pheromones and are therefore more likely to drop their own mudballs near their neighbors&amp;#039;. Over time this leads to the construction of pillars, arches, tunnels and chambers. Clustering can be observed even in a much simpler system (see the [http://ccl.northwestern.edu/netlogo/models/Termites NetLogo Termites Model] or [http://www.beart.org.uk/Emergent/index.htm here]). To build a single termite mound in an environment consisting of randomly-scattered wood chips, a group of termites each has only to follow one simple rule :&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Stigmergy was first observed in nature; for example, termites and ants communicate to one another to find and collect food (foraging process) by laying down pheromones along their trails (see the [http://ccl.northwestern.edu/netlogo/models/Ants NetLogo Ant Model]). Another common example is nest-building in termites. Termites also use pheromones to build very complex structures by following a simple decentralized rule set. Each insect scoops up a &amp;#039;mudball&amp;#039; or similar material from its environment, invests the ball with pheromones, and deposits it on the ground. Termites are attracted to their nestmates&amp;#039; pheromones and are therefore more likely to drop their own mudballs near their neighbors&amp;#039;. Over time this leads to the construction of pillars, arches, tunnels and chambers. Clustering can be observed even in a much simpler system (see the [http://ccl.northwestern.edu/netlogo/models/Termites NetLogo Termites Model] or [http://www.beart.org.uk/Emergent/index.htm here]). To build a single termite mound in an environment consisting of randomly-scattered wood chips, a group of termites each has only to follow one simple rule :&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Jfromm</name></author>
	</entry>
	<entry>
		<id>https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=200&amp;oldid=prev</id>
		<title>Jfromm at 21:31, 2 October 2008</title>
		<link rel="alternate" type="text/html" href="https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=200&amp;oldid=prev"/>
		<updated>2008-10-02T21:31:51Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 16:31, 2 October 2008&lt;/td&gt;
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&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 18:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* Scott Camazine et al., &amp;#039;&amp;#039;Self-Organization in Biological Systems&amp;#039;&amp;#039; (2003) Princeton University Press, ISBN 0691116245&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* Scott Camazine et al., &amp;#039;&amp;#039;Self-Organization in Biological Systems&amp;#039;&amp;#039; (2003) Princeton University Press, ISBN 0691116245&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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 style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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 style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:Basic Principles]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Jfromm</name></author>
	</entry>
	<entry>
		<id>https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=199&amp;oldid=prev</id>
		<title>Jfromm at 21:31, 2 October 2008</title>
		<link rel="alternate" type="text/html" href="https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=199&amp;oldid=prev"/>
		<updated>2008-10-02T21:31:08Z</updated>

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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 16:31, 2 October 2008&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;Line 1:&lt;/td&gt;
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&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Image:Stigmergy.png|thumb|300px|Principle of Stigmergy]]&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Image:Stigmergy.png|thumb|300px|Principle of Stigmergy]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;&#039;&#039;&#039;Stigmergy&#039;&#039;&#039; is a core principle behind &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;many [[Ant-Based_System|ant-based systems]] and &lt;/del&gt;the phenomenon of [[Swarm Intelligence|swarm intelligence]]. It is a method of indirect communication and collective stimulation in [[Emergence|emergent]] systems in which the individual parts of the system communicate with one another by modifying their local environment. In other words it is a social phenomenon in which agents organize themselves by affecting their environment rather than communicating directly one to another. The agents do their work and are at the same time organized by (the result and product of) this work.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; 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;&#039;&#039;&#039;Stigmergy&#039;&#039;&#039; is a core principle behind the phenomenon of [[Swarm Intelligence|swarm intelligence]]. It is a method of indirect communication and collective stimulation in [[Emergence|emergent]] systems in which the individual parts of the system communicate with one another by modifying their local environment. In other words it is a social phenomenon in which agents organize themselves by affecting their environment rather than communicating directly one to another. The agents do their work and are at the same time organized by (the result and product of) this work.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &amp;quot;Stimulation of workers by the performance they have achieved.&amp;quot; It is now also employed in experimental research in robotics, [[Multi-Agent System|multi-agent system]] and communication in computer networks. The name comes from the Greek &amp;#039;&amp;#039;stigma&amp;#039;&amp;#039; (sting, goad, stimulation) and &amp;#039;&amp;#039;ergon&amp;#039;&amp;#039; (work, product of labor) and means therefore literally &amp;quot;stimulating product of labour&amp;quot;. It was introduced to explain collective task coordination and regulation in the context of nest construction among termites.   &lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &amp;quot;Stimulation of workers by the performance they have achieved.&amp;quot; It is now also employed in experimental research in robotics, [[Multi-Agent System|multi-agent system]] and communication in computer networks. The name comes from the Greek &amp;#039;&amp;#039;stigma&amp;#039;&amp;#039; (sting, goad, stimulation) and &amp;#039;&amp;#039;ergon&amp;#039;&amp;#039; (work, product of labor) and means therefore literally &amp;quot;stimulating product of labour&amp;quot;. It was introduced to explain collective task coordination and regulation in the context of nest construction among termites.   &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Jfromm</name></author>
	</entry>
	<entry>
		<id>https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=197&amp;oldid=prev</id>
		<title>Jfromm: New page: Principle of Stigmergy  &#039;&#039;&#039;Stigmergy&#039;&#039;&#039; is a core principle behind many ant-based systems and the phenomenon of [[Swarm Intelligenc...</title>
		<link rel="alternate" type="text/html" href="https://wiki.cas-group.net/index.php?title=Stigmergy&amp;diff=197&amp;oldid=prev"/>
		<updated>2008-10-02T21:29:24Z</updated>

		<summary type="html">&lt;p&gt;New page: &lt;a href=&quot;/index.php?title=File:Stigmergy.png&quot; title=&quot;File:Stigmergy.png&quot;&gt;thumb|300px|Principle of Stigmergy&lt;/a&gt;  &amp;#039;&amp;#039;&amp;#039;Stigmergy&amp;#039;&amp;#039;&amp;#039; is a core principle behind many &lt;a href=&quot;/index.php?title=Ant-Based_System&amp;amp;action=edit&amp;amp;redlink=1&quot; class=&quot;new&quot; title=&quot;Ant-Based System (page does not exist)&quot;&gt;ant-based systems&lt;/a&gt; and the phenomenon of [[Swarm Intelligenc...&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;[[Image:Stigmergy.png|thumb|300px|Principle of Stigmergy]]&lt;br /&gt;
&lt;br /&gt;
&amp;#039;&amp;#039;&amp;#039;Stigmergy&amp;#039;&amp;#039;&amp;#039; is a core principle behind many [[Ant-Based_System|ant-based systems]] and the phenomenon of [[Swarm Intelligence|swarm intelligence]]. It is a method of indirect communication and collective stimulation in [[Emergence|emergent]] systems in which the individual parts of the system communicate with one another by modifying their local environment. In other words it is a social phenomenon in which agents organize themselves by affecting their environment rather than communicating directly one to another. The agents do their work and are at the same time organized by (the result and product of) this work.&lt;br /&gt;
&lt;br /&gt;
The term was introduced by French biologist Pierre-Paul Grassé who studied the ways that ant and termite colonies work. He defined it as: &amp;quot;Stimulation of workers by the performance they have achieved.&amp;quot; It is now also employed in experimental research in robotics, [[Multi-Agent System|multi-agent system]] and communication in computer networks. The name comes from the Greek &amp;#039;&amp;#039;stigma&amp;#039;&amp;#039; (sting, goad, stimulation) and &amp;#039;&amp;#039;ergon&amp;#039;&amp;#039; (work, product of labor) and means therefore literally &amp;quot;stimulating product of labour&amp;quot;. It was introduced to explain collective task coordination and regulation in the context of nest construction among termites.  &lt;br /&gt;
&lt;br /&gt;
Stigmergy was first observed in nature; for example, termites and ants communicate to one another to find and collect food (foraging process) by laying down pheromones along their trails (see the [http://ccl.northwestern.edu/netlogo/models/Ants NetLogo Ant Model]). Another common example is nest-building in termites. Termites also use pheromones to build very complex structures by following a simple decentralized rule set. Each insect scoops up a &amp;#039;mudball&amp;#039; or similar material from its environment, invests the ball with pheromones, and deposits it on the ground. Termites are attracted to their nestmates&amp;#039; pheromones and are therefore more likely to drop their own mudballs near their neighbors&amp;#039;. Over time this leads to the construction of pillars, arches, tunnels and chambers. Clustering can be observed even in a much simpler system (see the [http://ccl.northwestern.edu/netlogo/models/Termites NetLogo Termites Model] or [http://www.beart.org.uk/Emergent/index.htm here]). To build a single termite mound in an environment consisting of randomly-scattered wood chips, a group of termites each has only to follow one simple rule :&lt;br /&gt;
&lt;br /&gt;
 While wandering randomly&lt;br /&gt;
 -if you find a chip then pick it up&lt;br /&gt;
 -unless you&amp;#039;re already carrying a chip in which case drop it &lt;br /&gt;
Stigmergy is also demonstrated by the internet in which users communicate with each other by modifying their shared virtual environment. This [[Wiki|wiki]] is a perfect example! The massive structure of information available here could be compared to a termite nest; one initial user leaves a seed of an idea (a mudball) which attracts other users who then build upon and modify this initial concept eventually constructing an elaborate structure of connected thoughts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Books==&lt;br /&gt;
&lt;br /&gt;
* Eric Bonabeau, Marco Dorigo, Guy Theraulaz, &amp;#039;&amp;#039;Swarm Intelligence: From Natural to Artificial Systems&amp;#039;&amp;#039; (1999) Oxford University Press, ISBN 0195131592&lt;br /&gt;
&lt;br /&gt;
* Scott Camazine et al., &amp;#039;&amp;#039;Self-Organization in Biological Systems&amp;#039;&amp;#039; (2003) Princeton University Press, ISBN 0691116245&lt;/div&gt;</summary>
		<author><name>Jfromm</name></author>
	</entry>
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