Exploitation and Exploration

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== Swarm Intelligence ==
== Swarm Intelligence ==
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Systems with [[Swarm Inteliigence|swarm intelligence]] are to achieve
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Systems which use [[Swarm Intelligence|swarm intelligence]] are often able
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an optimal balance between exploration and exploitation.
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to achieve the right balance between exploration and exploitation.
During food foraging, colonies and swarms must achieve a good trade-off
During food foraging, colonies and swarms must achieve a good trade-off
between exploration (search new sources) and exploitation (use known sources).
between exploration (search new sources) and exploitation (use known sources).
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If the number of dancers in a honeybee colony is low, the unemployed
If the number of dancers in a honeybee colony is low, the unemployed
foragers will leave the colony and start to explore new areas, too.
foragers will leave the colony and start to explore new areas, too.
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The lower the number of dances, the larger is number of scouts which
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The lower the number of dances, the larger is the number of scouts which
explore new areas.
explore new areas.
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== Books ==
== Books ==
* Holland, J. H. 1992. Adaptation in Natural and Artificial Systems. Cambridge, MA: MIT Press. First edition, 1975
* Holland, J. H. 1992. Adaptation in Natural and Artificial Systems. Cambridge, MA: MIT Press. First edition, 1975

Latest revision as of 21:40, 11 February 2011

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