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Evolutionary programming using mutations based on the Levy probability distribution

delete2004-02-01
delete444
PRE
AI
C
C.-Y. Lee *
X
Xin Yao
DOI:10.1109/TEVC.2003.816583delete
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摘要

摘要

En 中文
\This paper studies evolutionary programming with mutations based on the Levy probability distribution. The Levy probability distribution has an infinite second moment and is, therefore, more likely to generate an offspring that is farther away from its parent than the commonly employed Gaussian mutation. Such likelihood depends on a parameter alpha in the Levy distribution. We propose an evolutionary,programming algorithm using adaptive as well as nonadaptive Levy mutations. The proposed algorithm was applied to multivariate functional optimization. Empirical evidence shows that, in the case of functions having many local optima, the performance of the proposed algorithm was better than that of classical evolutionary programming using Gaussian mutation.
Keyword:
evolutionary optimization
evolutionary programming
Levy mutation
Levy probability distribution
mean-square displacement

期刊

IEEE Transactions on Evolutionary Computation 封面图
IEEE Transactions on Evolutionary Computation
IF:
12
论文数:
1.8K
被引数:
2.4W

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