期刊文献+

快速演化算法及其在函数优化中的应用

Novel and fast evolutionary algorithm and its application in function optimization problems
下载PDF
导出
摘要 提出一种新的快速演化算法,并把它运用于函数优化问题的求解中。新算法的特征是引入一种基于高斯变异、Cau-chy变异以及Lévy变异的混合自适应变异算子,采用多父体搜索策略,提出随机排序选择策略。通过23个标准测试函数进行测试,结果表明,新算法在21个测试函数中的结果比FEP和EP好,具有稳定、高效和快速等特点。 A novel and fast evolutionary algorithm (NFEA) is proposed, and then it is used to solve the function optimization problems. It has some new features, such as introducing a hybrid adaptive mutation operator based on Gaussian mutation, Cauchy mutation and Lévy mutation, using multi-parent search strategy and stochastic ranking strategy. The new algorithm is tested on 23 benchmark functions, the results indicate that the new algorithm is stable, effective and fast, and its performance is better than or as well as the FEP and CEP.
出处 《计算机工程与设计》 CSCD 北大核心 2008年第17期4535-4537,4540,共4页 Computer Engineering and Design
基金 河南省教育厅项目支柱和许昌市科技计划基金项目(07020065、07020062)
关键词 演化算法 函数优化 混合自适应变异 随机排序 evolutionary algorithm function optimization hybrid adaptive mutation stochastic rankinc,
  • 相关文献

参考文献8

  • 1潘正君 康立山 陈毓屏.演化计算[M].北京:清华大学出版社,2000..
  • 2郭涛,康立山,李艳.一种求解不等式约束下函数优化问题的新算法[J].武汉大学学报(自然科学版),1999,45(5):771-775. 被引量:74
  • 3Fogel D B.System identification through simulated evolution: A machine learning approach to modeling[M].Needham Heights, MA:Ginn, 1991.
  • 4Yao Xin,Liu Yong,Lin Guangming.Evolutionary programming made faster[J].IEEE Trans on Evol Comp,1999,3(2):82-102.
  • 5Dong H,He J,Huang H,et al.Evolutionary programming using a mixed mutation strategy[J]. Information Sciences,2007,177(1): 312-327.
  • 6Jun He,Xin Yao.A game-theoretic approach for designing mixed mutation strategies[C]. ICNC,2005(3):279-288.
  • 7Lee C Y, Yao X. Evolutionary programming using mutations based on the Levy probability distribution [J]. IEEE Trans on Evol Comp,2004,8(1):1-13.
  • 8Zhou Y,He J.Convergence analysis of a self-adaptive multi-objective evolutionary algorithm based on grids [J]. Information Processing Letters,2007,104(4): 117-122.

二级参考文献1

  • 1Pan Zhengjun,Evolutionary Computation(Ch),1998年

共引文献113

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部