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基于领导者竞争策略的改进猎人猎物优化算法

常耀华 韦根原

计算机应用研究2024,Vol.41Issue(1):142-149,8.
计算机应用研究2024,Vol.41Issue(1):142-149,8.DOI:10.19734/j.issn.1001-3695.2023.05.0222

基于领导者竞争策略的改进猎人猎物优化算法

Improved hunter prey optimization algorithm based on leader competitive strategy

常耀华 1韦根原1

作者信息

  • 1. 华北电力大学自动化系,河北保定 071003
  • 折叠

摘要

Abstract

Aiming at the problems of low optimization accuracy and easy to fall into local optimization of hunter prey optimiza-tion algorithm,this paper proposed an improved hunter prey optimization algorithm based on leader competitive strategy.First-ly,this paper randomly divided the population into three subgroups and adopted different search strategies to expand the search scope.Secondly,it adopted an elite combination mutation strategy to enhance the diversity of population offspring and avoid lo-cal optima.Finally,it proposed a leader competitive strategy,used the information exchange between individuals,integrated va-rious strategies,and screened out the optimal variables.Through numerical experiments and application to engineering optimiza-tion problems,the results show that the proposed algorithm has better optimization ability than the comparison algorithm,veri-fying the effectiveness and reliability of the improved strategy.

关键词

猎人猎物优化算法/精英组合突变策略/领导者竞争策略/均值搜索策略/正余弦策略

Key words

hunter prey optimization algorithm/elite combination mutation strategy/leader competitive strategy/mean search strategy/sine cosine strategy

分类

信息技术与安全科学

引用本文复制引用

常耀华,韦根原..基于领导者竞争策略的改进猎人猎物优化算法[J].计算机应用研究,2024,41(1):142-149,8.

计算机应用研究

OA北大核心CSTPCD

1001-3695

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