Ecological 'theatre' for evolutionary computing 'play': some insights from population ecology and evolutionary ecology
Ma ZS*1,2; ma@mail.kiz.ac.cn
2011
发表期刊INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION
卷号3期号:1页码:31-55
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摘要In a classic monograph titled Ecological Theatre and Evolutionary Play, Hutchinson (1966) tried to 'break' the genetics dominance over the study of evolution and emphasised that natural selection happens in the context of environment. His vision clearly indicated the inseparability between evolution and ecology. In other words, without ecological 'theatre', natural selection has no place to act and evolution cannot happen. Perhaps following a similar development trajectory of evolutionary study in biology, much of the evolutionary computing (EC) has been inspired by genetics-centred evolutionary theory. The major objective of this paper is to suggest and review some inspirations from several fields of population ecology and evolutionary ecology to evolutionary computing (EC). A minor one is to demonstrate that, at least in the case of EC population size setting, the dynamic population, which is inspired by the natural population dynamics, indeed outperforms the traditional fixed-size population in the genetic algorithms (GA).
关键词Evolutionary Computing Ec Genetic Algorithms Ga Population Ecology
收录类别SCI
语种英语
文献类型期刊论文
条目标识符http://ir.kiz.ac.cn/handle/152453/10438
专题科研部门_计算生物与医学生态学(马占山)
通讯作者ma@mail.kiz.ac.cn
作者单位1.Kunming Institute of Zoology, Chinese Academy of Science, Kunming, 650223, China
2.Department of Computer Science, Institute of Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83843, USA
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Ma ZS*,ma@mail.kiz.ac.cn. Ecological 'theatre' for evolutionary computing 'play': some insights from population ecology and evolutionary ecology[J]. INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,2011,3(1):31-55.
APA Ma ZS*,&ma@mail.kiz.ac.cn.(2011).Ecological 'theatre' for evolutionary computing 'play': some insights from population ecology and evolutionary ecology.INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,3(1),31-55.
MLA Ma ZS*,et al."Ecological 'theatre' for evolutionary computing 'play': some insights from population ecology and evolutionary ecology".INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION 3.1(2011):31-55.
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