石油化工高等学校学报

石油化工高等学校学报 ›› 2007, Vol. 20 ›› Issue (3): 97-100.

• 智能控制 • 上一篇    下一篇

混沌-克隆进化算法

胡江强1 , 郭晨2 , 卜仁祥1   

  1. (1.大连海事大学航海学院, 辽宁大连116026; 2.大连海事大学自动化学院, 辽宁大连116026)
  • 收稿日期:2007-02-05 出版日期:2007-09-20 发布日期:2017-07-05
  • 作者简介:胡江强(1970 -), 男, 浙江天台县, 在读博士
  • 基金资助:
    国家自然科学基金资助项目(60474014);教育部高等学校博士学科点专项基金资助项目(20040151007);交通部应用基础研究资助项目(200432922504)。

Chaos -Clo ne Based Evolutionary Algo rithm

  1. 1.Navigation College, Dalian Maritime University, Dalian Liaoning 116026,P.R.China;
    2. College of Automation and Electrical Engineering,Dalian Maritime University, Dalian Liaoning 116026,P.R.China
  • Received:2007-02-05 Published:2007-09-20 Online:2017-07-05

摘要: 将混沌优化机制和免疫克隆进化算法有机结合, 用混沌浮点数编码代替克隆选择算法的二进制编
码, 利用混沌随机序列产生初始种群, 保证初始种群的多样性。对高亲和度抗体采用混沌扰动策略, 对抗体根据其
亲和度大小加以不同的混沌扰动;混沌扰动系数随进化代数而变化, 进化前期加速搜索, 进化后期加速收敛。对低
亲和度抗体采用混沌再生策略, 保持种群多样性。对5 个复杂函数的优化试验结果表明, 该算法优于混沌优化算法
和克隆选择算法。

关键词: 混沌优化 , 克隆选择 , 进化算法 , 函数优化

Abstract:

A Chaos-clone based evolutionary algorithm (CCEA) was proposed by integrating chaos search and clonal selection algorithm (CLONALG). In CCEA the chaotic floating point numbers code was used to replace the binary code of CLONALG, and the initial antibody population was produced by the chaos random serial.The algorithm adopted a chaotic disturbance strategy for the antibodies with high affinity, and added the different chaotic disturbance to an antibody according to its affinity to antigen; the disturbance factor changes with the evolutionary generation so as to speed search during prophase and convergence during anaphase. CCEA uses a chaos to reshuffle operation for those antibodies with low affinity to maintain the diversity of the population. Simulation results for 5 comprehensive benchmark functions demonstrate that the CCEA has better performance than both the chaos optimization and CLONALG individually used.

Key words:

引用本文

胡江强, 郭晨, 卜仁祥. 混沌-克隆进化算法[J]. 石油化工高等学校学报, 2007, 20(3): 97-100.

HU Jiang-qiang,GUO Chen, BU Ren-xiang. Chaos -Clo ne Based Evolutionary Algo rithm[J]. Journal of Petrochemical Universities, 2007, 20(3): 97-100.

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