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遗传算法轮盘选择机理分析与改进 被引量:4

Analysis and improvement on roulette wheel method of genetic algorithm
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摘要 轮盘选择是遗传算法的遗传操作基础,直接影响复制与交换操作。从纯遗传算法角度进行轮盘选择优化研究,并运用数据库技术,通过对大量实际运算结果的统计及分析表明,采用改进后的轮盘选择策略,能同时显著提高遗传算法的运算效率及全局最优解的搜索概率。 Roulette wheel method is the base of Genetic Algorithm(GA),and it is firmly related to the operations of reproduction and crossover.This paper researches into the optimization for roulette wheel method from the view of pure Genetic Algorithm,and analyzes the large numbers of actual computing results by the tools of database and statistic.The analysis indicates that it can obviously improve the successful probability of obtaining global optimization result as well as the computing efficiency while using the improved roulette wheel method in Genetic Algorithm.
作者 黄凯明
出处 《计算机工程与应用》 CSCD 北大核心 2009年第28期60-63,共4页 Computer Engineering and Applications
基金 集美大学科研基金资助项目(NoF01037) 集美大学工商管理学院科研项目
关键词 遗传算法 轮盘选择 优化 统计分析 genetic algorithm roulette wheel method optimization atatistical analysis
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参考文献5

  • 1Goldberg D E.Genetic algorithms in search,optimization and machine learning[M].New York:Addison Wesley, 1989.
  • 2Ling S H,Lenug F H F,Lam H K.An improved genetic algorithm based fuzzy-tuned neural network[J].International Journal of Neural Systems, 2005,6: 457-474.
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  • 5黄凯明,庄鸿棉.用改进的遗传算法实现网络计划优化[J].集美大学学报(自然科学版),2006,11(3):252-257. 被引量:2

二级参考文献2

  • 1Goldberg David E.Genetic Algorithms-in Search,Optimization and Machine Learning[M].New York:Addison-Wesley,1989.
  • 2Yun Q X,Huang K M.Determination of Ventilation System for Mines by Genetic Algorithms[C]// Raj K.Singhal,Anil K.Mehrotra.Proceedings of the 6th international symposium on environment issues and waste management in energy and mineral production.Canada:[s.n],2000:725-732.

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