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基于进化策略的函数优化问题研究
引用本文:张成,张文国,白春艳. 基于进化策略的函数优化问题研究[J]. 通化师范学院学报, 2010, 31(4): 57-58,91
作者姓名:张成  张文国  白春艳
作者单位:沈阳化工学院,数理系,辽宁,沈阳,110142
摘    要:针对进化策略算法在解决具体问题是熟练速度较慢这一问题的原因进行分析,提出自适应变异步长的方法,以在全局和局部范围内进行搜索.变异步长的值依赖于目标变量与全局最优解之间的距离.步长随距离自适应变化,可避免局部熟练和早熟.通过对经典dejong函数和Shubert函数的仿真试验,验证了文中算法的有效性.仿真结果表明,该算法收敛速度快,搜索精度高,且具有良好的全局搜索能力.

关 键 词:函数优化  进化算法  进化策略  自适应步长

Function Optimization Problems Based on Evolutionary Strategies
ZHANG Cheng,ZHANG Wen-guo,BAI Chun-yan. Function Optimization Problems Based on Evolutionary Strategies[J]. Journal of Tonghua Teachers College, 2010, 31(4): 57-58,91
Authors:ZHANG Cheng  ZHANG Wen-guo  BAI Chun-yan
Affiliation:ZHANG Cheng,ZHANG Wen-guo,BAI Chun-yan(Shenyang Institute of Chemical Technology,Shenyang,Liaoning 110142,China)
Abstract:Based on the reason of the computed speed slow for the complicate problem using evolutionary strategies,the paper presents a new adaptive mutation method.This algorithm employ self-adaptive evolutionary programming to control the population's global evolve.The self-adaptive evolutionary programming depends on the distance between the target variable and the globally optimal solution,and uses a mutation operator to search the solution space.The mutation operator based local optimization method and random res...
Keywords:function optimization  Evolutionary Algorithm  evolutionary strategy  self-adaptive step  
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