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噪声环境下进化算法 被引量:3

Evolutionary algorithms in noisy environments
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摘要 以球型模型为例 ,讨论了环境噪声对遗传算法 (GAs)和进化策略 (ESs)及进化算法 (EAs)的影响。并采用重新采样的方法来抑制噪声 。 The effects of environmental noise on evolutionary algorithms (EAs) were discussed. Through the study of the sphere test function, the performances of genetic algorithms (GAs) and evolution strategies (ESs) were evaluated. A method of resampling for restraining noises was introduced and the robustness of EAs in complex environments was improved.
出处 《北京化工大学学报(自然科学版)》 CAS CSCD 2002年第1期88-92,共5页 Journal of Beijing University of Chemical Technology(Natural Science Edition)
关键词 进化算法 遗传算法 进化策略 环境噪声 重新采样 抑制方法 鲁棒性 evolutionary algorithms genetic algorithms evolution strategies environmental noise resampling
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  • 1周兰凤,洪炳熔.用基于知识的遗传算法实现移动机器人路径规划[J].电子学报,2006,34(5):911-914. 被引量:27
  • 2林琳,王树勋.基于自适应小生境混合遗传算法的说话人识别[J].电子学报,2007,35(1):8-12. 被引量:9
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  • 5Amold D V, Beyer H-G.Local performance of the (1+1)-ES in a noisy environment[C].IEEE Trans Evol Comput,2002:30-41.
  • 6Arnold D V, Beyer H-G.Local performance of the (μ/μ1,λ)-ES in a noisy environment[C].San Francisco,CA:Morgan Kaufmann, 2001:127-141.
  • 7Arnold D V, Beyer H-G. Efficiency and self-adaptation of the (μ/μ1,λ)-ES in noisy environment[C].Parallel Problem Solving from Nature-PPSN VI. Heidelberg, Germany: Springer-Verlag, 2000:39-48.
  • 8Arnold D V, Beyer H-G.Evolutionary algorithms in noisy environments:Theoretical issues and guidelines for practice[J].Computer Methods in Applied Mechanics and Engineering, 2000, 186:239-267.
  • 9Arnold D V, Beyer H-G. A comparison of evolution strategies with other direct search methods in the presence of noise [J]. Comput Optim,2003,24(1): 135-159.
  • 10H G Beyer.Evolutionary algorithms in noisy environments:theoretical issues ane guidelines for practice[J].Comput Methods in Mech Appl Eng,2000,186(2-4):239-267.

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