Genetic Algorithms and Evolution Strategies - Similarities and Differences

Genetic Algorithms and Evolution Strategies - Similarities and Differences
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遗传算法和进化策略 - 异同

DOI:
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发表时间:
1990
期刊:
Parallel Problem Solving from Nature
影响因子:
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通讯作者:
Thomas Bäck
Thomas Bäck
中科院分区:
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文献类型:
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作者:
F. Hoffmeister;Thomas Bäck

文献摘要

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进化策略(ES)和遗传算法(GA)以正式和实验的方式进行比较。结果表明,两者在主要工作方案方面是相同的,但尽管如此,它们在选择方案的细节、遗传代表性的数量,特别是策略参数的自适应方面表现出显着差异。
Evolution Strategies (ESs) and Genetic Algorithms (GAs) are compared in a formal as well as in an experimental way. It is shown, that both are identical with respect to their major working scheme, but nevertheless they exhibit significant differences with respect to the details of the selection scheme, the amount of the genetic representation and, especially, the self-adaptation of strategy parameters.