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基于自适应机制的遗传算法研究

曲志坚 张先伟 曹雁锋 刘晓红 冯晓华

计算机应用研究Issue(11):3222-3225,3229,5.
计算机应用研究Issue(11):3222-3225,3229,5.DOI:10.3969/j.issn.1001-3695.2015.11.004

基于自适应机制的遗传算法研究

Research on genetic algorithm based on adaptive mechanism

曲志坚 1张先伟 1曹雁锋 1刘晓红 1冯晓华1

作者信息

  • 1. 山东理工大学 计算机科学与技术学院,山东 淄博 255049
  • 折叠

摘要

Abstract

This paper proposed an adaptive-evolution-based genetic algorithm to solve the problems in conventional genetic al-gorithm,such as slow convergence speed and easy to fall into local optimal solution.Firstly,in order to choose the optimal ge-netic operator,this paper designed an adaptive adjust formula for the genetic operator according to the current evolution state to improve the convergence speed and the global searching capability of the algorithm.Secondly,in order to further improve the convergence speed of the proposed adaptive-evolution-based genetic algorithm,it designed a rapid evolution mechanism and added it into the algorithm.Experimental results show that the proposed algorithm can achieve better synthesized performances in convergence speed,searching global optimal solution and execution speed.

关键词

组合优化/遗传算法/遗传算子/自适应

Key words

combinatorial optimization/genetic algorithm/genetic operator/auto adaptive

分类

信息技术与安全科学

引用本文复制引用

曲志坚,张先伟,曹雁锋,刘晓红,冯晓华..基于自适应机制的遗传算法研究[J].计算机应用研究,2015,(11):3222-3225,3229,5.

基金项目

国家自然科学基金资助项目(61473179);山东省优秀中青年科学家科研奖励基金资助项目 ()

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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