期刊文献+

一种解决早熟收敛的自适应遗传算法设计 被引量:13

An Algorithm Design for Solving Premature Convergence of Adaptive Genetic Algorithm
在线阅读 下载PDF
导出
摘要 为了解决简单遗传算法(SimpleGeneticAlgorithm,SGA)易陷入局部最优解的问题,及以往自适应遗传算法只考虑与进化代数相关的交叉与变异概率,而忽略个体分布情况及种群规模不可变等问题,本文在保留以往自适应遗传算法优点的同时,设计了与种群中个体分布相关的可变交叉概率与变异概率。同时考虑了种群规模的波动情况,使算法在相对稳定的动态种群规模中寻找优质解。 In this article an algorithm is designed to improve the solution of premature convergence.Here we design the crossover Probability and mutation Probability not only taking account of Evolution but also the population distribution.
出处 《微计算机信息》 北大核心 2006年第12S期268-270,共3页 Control & Automation
基金 河南省自然科学基金项目(0511010100)
关键词 遗传算法 早熟收敛 改进的自适应遗传算法 中间区域 genetic algoritlun,premature convergence,improved adaptive genetic algorithm,middle area
  • 相关文献

参考文献4

  • 1Herrera F.Lozano M.Adaptation of genetic algorithm parameters based on fuzzy logic controllers.In:Herrera F,verdegay JL,eds.Genetic Algorithms and Soft Computing.Physica-Verlag(Studies in Fuzziness and Soft Computing,Vol.8),1996.95-125.
  • 2Anfeline PJ.Adaptive and self-adaptive evolutionary computations.In:Palaniswami M.Attikiouzel Y,Marks R,Fogel DB,Fukuda Teds.Computational Intelligence:A Dynamic systems Perspetive.IEEE Press,1995.152-163.
  • 3Radford M.Neal,Probabilistic Inference Using Markov Chain Monte Carlo Methods,Technical Report CRG-TR-93-1 1993.36-46
  • 4金朝红,吴汉松,李腊梅,王树人.一种基于自适应遗传算法的神经网络学习算法[J].微计算机信息,2005,21(10S):49-51. 被引量:30

二级参考文献4

  • 1J Moody. Prediction Risk and Architecture Selection for Neural Networks[C].In:V Cherkassky,J Friedman,H Wechsler eds. From Statistics to Neural Networks:Thoery and Pattern Recognition Application,NATO ASI Series F,New York:Springer-Verlag, 1994:136,147-165.
  • 2S E Fahlman, C Lebiere.The Cascade-Correlation Learning Architecture[C].In:D S Tourezky ed.Advances in Neural Information Processing Systerm,San Mateo,CA:Morgan Kaufmann,1990-2002:524-532.
  • 3B Hassibi, D Stork,G Wolff. Optional Brain Surgeon and General Network Pruning[C].In:IEEE International Conference on Neural Networks,1993:293-299.
  • 4飞思科技产品研发中心.MatLab6.5辅助神经网络分析与设计[M].电子工业出版社,2004..

共引文献29

同被引文献83

引证文献13

二级引证文献53

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部