An evolutionary approach to the study of non-trivial collective behavior in cellular automata

被引:0
作者
Jiménez-Morales, F [1 ]
机构
[1] Univ Sevilla, Dept Fis Mat Condensada, E-41080 Seville, Spain
来源
CELLULAR AUTOMATA, PROCEEDINGS | 2002年 / 2493卷
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D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A genetic algorithm (CA) is used to evolve two and one dimensional cellular automata (CA) to perform a non-trivial collective behavior task. Using as fitness function the average area in the iterative map, the CA is able to discover several rules with the desired behavior. In d = 2 we study the scaling of the attractor versus lattice size and noise. In d = 1, using the tools of the computational mechanics, the structural organization of the CA dynamics is uncovered.
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页码:32 / 43
页数:12
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