A GENETIC ALGORITHM TUTORIAL

A GENETIC ALGORITHM TUTORIAL
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DOI:
10.1007/bf00175354
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发表时间:
1994-06-01
影响因子:
2.2
通讯作者:
WHITLEY, D
WHITLEY, D
中科院分区:
数学2区
文献类型:
--
作者:
WHITLEY, D

文献摘要

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该教程涵盖了规范的遗传算法以及更多实验性的遗传算法,包括平行岛模型和平行的细胞遗传算法。教程还通过超平面采样说明了遗传搜索。综述了遗传算法的理论基础,包括模式定理以及最近开发的规范遗传算法的精确模型。
This tutorial covers the canonical genetic algorithm as well as more experimental forms of genetic algorithms, including parallel island models and parallel cellular genetic algorithms. The tutorial also illustrates genetic search by hyperplane sampling. The theoretical foundations of genetic algorithms are reviewed, include the schema theorem as well as recently developed exact models of the canonical genetic algorithm.