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多策略多参数并行差分进化算法
引用本文:曲福恒,胡雅婷,杨勇,孙爽滋,苑丽红. 多策略多参数并行差分进化算法[J]. 计算机应用, 2011, 31(11): 3097-3100. DOI: 10.3724/SP.J.1087.2011.03097
作者姓名:曲福恒  胡雅婷  杨勇  孙爽滋  苑丽红
作者单位:1. 长春理工大学 计算机科学技术学院,长春1300222. 吉林农业大学 信息技术学院,长春 130118
基金项目:国家自然科学基金,国家“十一五”科技支撑计划项目
摘    要:针对差分进化(DE)算法收敛早熟与计算效率不理想的问题,提出一种改进的差分进化算法。首先,在进化中同时并行多个策略与参数组合来提高个体多样性。其次,依据建立的评价指标自适应地调整组合来提高寻优效率。最后,把进化过程分为若干的子进程以避免前期优势组合不适应后期的问题。在10个标准测试函数上的实验结果表明,提出的算法与其他算法相比具有相对较好的性能。

关 键 词:全局优化  差分进化  进化策略  控制参数  
收稿时间:2011-04-19
修稿时间:2011-06-24

Differential evolution algorithm with different strategies and control parameters
QU Fu-heng,HU Ya-ting,YANG Yong,SUN Shuang-zi,YUAN Li-hong. Differential evolution algorithm with different strategies and control parameters[J]. Journal of Computer Applications, 2011, 31(11): 3097-3100. DOI: 10.3724/SP.J.1087.2011.03097
Authors:QU Fu-heng  HU Ya-ting  YANG Yong  SUN Shuang-zi  YUAN Li-hong
Affiliation:1. School of Computer Science and Technology, Changchun University of Science and Technology, Changchun Jilin 130022, China2. College of Information Technology, Jilin Agriculture University, Changchun Jilin 130118, China
Abstract:An improved Differential Evolution (DE) algorithm was proposed to solve the problem of premature convergence and improve the computational efficiency of DE. Firstly, different strategies with different parameter values were adopted to enrich the population diversity. Secondly, a new evaluation index was established to determine the suitable combination to match different phases of the search process. Finally, the evolution process was divided into many subprocesses to eliminate the negative effect of the previously selected combination. The contrast experimental results on ten classical Benchmark functions show that the proposed algorithm has a relatively better performance.
Keywords:global optimization   differential evolution   evolution strategy   control parameter
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