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Genetic Algorithm: from Hegemony to Chaos

Abstract : Genetic algorithms are known to be convergent algorithms, with final population tending to become homogeneous. In this paper we show that it is possible to exhibit complex dynamics for a genetic algorithm by slightly modifying the canonical algorithm. Indeed, adding a meta level in the interpretation of the individuals, associated with a coupling between indivuduals gives rise to periodic or chaotic behavior.
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https://hal.archives-ouvertes.fr/hal-00159334
Contributor : Manuel Clergue <>
Submitted on : Tuesday, July 3, 2007 - 3:34:44 PM
Last modification on : Tuesday, May 26, 2020 - 6:50:26 PM
Document(s) archivé(s) le : Thursday, April 8, 2010 - 10:23:40 PM

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  • HAL Id : hal-00159334, version 1

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Philippe Collard, Manuel Clergue. Genetic Algorithm: from Hegemony to Chaos. Complex Systems , Complex Systems Publications, Inc., 2000, 12 (1), pp.1-29. ⟨hal-00159334⟩

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