A Genetic Algorithm to Study a P3 Non-trivial Collective Task

F. Jiménez-Morales; J. L. Guisado

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Paper

A Genetic Algorithm to Study a P3 Non-trivial Collective Task

In Proceedings of the 4th International Joint Conference on Computational Intelligence - Volume 0IJCCI, 250-256, 2012 , Barcelona, Spain

Authors: F. Jiménez-Morales ¹ and J. L. Guisado ²

Affiliations: ¹ University of Sevilla, Spain ; ² Universidad de Sevilla, Spain

Keyword(s): Cellular Automata, Genetic Algorithm, Non-trivial Collective Behaviour, Period-3.

Abstract: Here we report new results of a genetic algorithm (GA) used to evolve one dimensional Cellular Automata (CA) to perform a P3 non-trivial collective behavior task. For this task the goal is to find a CA rule that reaches one final configuration in which the concentration of active cells oscillates among three different values. Though the majority of the best evolved rules belong to the II Wolfram’s class, the GA also finds rules of the III and IV classes. The different computational mechanisms used by each rule to synchronize the entire lattice are analyzed by means of the spatio-temporal patterns generated.

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Paper citation in several formats:

Jiménez-Morales, F. and L. Guisado, J. (2012). A Genetic Algorithm to Study a P3 Non-trivial Collective Task. In Proceedings of the 4th International Joint Conference on Computational Intelligence (IJCCI 2012) - ECTA; ISBN 978-989-8565-33-4; ISSN 2184-3236, SciTePress, pages 250-256. DOI: 10.5220/0004179502500256

@conference{ecta12,
author={F. Jiménez{-}Morales. and J. {L. Guisado}.},
title={A Genetic Algorithm to Study a P3 Non-trivial Collective Task},
booktitle={Proceedings of the 4th International Joint Conference on Computational Intelligence (IJCCI 2012) - ECTA},
year={2012},
pages={250-256},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004179502500256},
isbn={978-989-8565-33-4},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the 4th International Joint Conference on Computational Intelligence (IJCCI 2012) - ECTA
TI - A Genetic Algorithm to Study a P3 Non-trivial Collective Task
SN - 978-989-8565-33-4
IS - 2184-3236
AU - Jiménez-Morales, F.
AU - L. Guisado, J.
PY - 2012
SP - 250
EP - 256
DO - 10.5220/0004179502500256
PB - SciTePress