Amended harmony search algorithm with perturbation strategy for large-scale system reliability problems

被引:1
|
作者
Hai-bin Ouyang
Li-qun Gao
Steven Li
机构
[1] Guangzhou University,School of Mechanical and Electric Engineering
[2] Northeastern University,College of Information Science & Engineering
[3] RMIT University,Graduate School of Business and Law
来源
Applied Intelligence | 2018年 / 48卷
关键词
Harmony search algorithm; Robustness; Convergence rate; Large-scale system reliability problems;
D O I
暂无
中图分类号
学科分类号
摘要
Large-scale system reliability problem is a nonconvex integer nonlinear programming problem, traditional mathematical programming methods have computation limits and can not optimize an effective solution in a reasonable time. This paper employed an amended harmony search algorithm(AHS) to solve large-scale system reliability problems. In AHS, perturbation strategy, key parameter adjustment and global dimension selection strategy are designed to balance the capability of exploitation and exploration. A comprehensive comparison is carried out to assess the search efficiency and convergence performance of AHS. Function test and large-scale system reliability case results show that AHS is superior to many previously reported well-known and excellent algorithms.
引用
收藏
页码:3863 / 3888
页数:25
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