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融合多策略的哈里斯鹰优化算法求解Steiner树问题

王晓峰 王军霞 彭庆媛 华盈盈 何飞 唐傲

郑州大学学报(理学版)2026,Vol.58Issue(3):33-40,8.
郑州大学学报(理学版)2026,Vol.58Issue(3):33-40,8.DOI:10.13705/j.issn.1671-6841.2024174

融合多策略的哈里斯鹰优化算法求解Steiner树问题

Multi-strategy Harris Hawks Optimization Algorithm for Solving Steiner Tree Problems

王晓峰 1王军霞 2彭庆媛 2华盈盈 2何飞 2唐傲2

作者信息

  • 1. 北方民族大学 计算机科学与工程学院 宁夏 银川 750021||北方民族大学 图像图形智能处理国家民委重点实验室 宁夏 银川 750021
  • 2. 北方民族大学 计算机科学与工程学院 宁夏 银川 750021
  • 折叠

摘要

Abstract

To address the issues of uneven population distribution,imbalanced exploration and exploita-tion phases,and susceptibility to local optima in the traditional Harris hawks optimization algorithm when solving the Steiner tree problem of graph(GSTP),an improved Harris hawks optimization algorithm in-corporating multiple strategies was proposed.Firstly,the algorithm was discretized using an S-shaped transfer function,and a Logistic-Sine hybrid chaotic mapping was introduced to optimize the population initialization process.Secondly,a dynamic adaptive weight strategy was designed to enhance the nonlin-ear expression of prey escape energy,thereby further balancing exploration and exploitation behaviors.Finally,adaptive Gaussian-Cauchy mixed mutation perturbation was applied to the optimal individuals during the later iterations to prevent the population from prematurely converging to local optima.Experi-ments were conducted on multiple GSTP instances,and the results showed that the proposed algorithm achieved higher solution accuracy and faster convergence speed.

关键词

Steiner树问题/哈里斯鹰优化算法/Logistic-Sine混合混沌映射/自适应逃逸能量/高斯—柯西变异算子

Key words

Steiner tree problem/Harris hawks optimization algorithm/Logistic-Sine hybrid chaotic mapping/adaptive escape energy/Gaussian-Cauchy mutation operator

分类

信息技术与安全科学

引用本文复制引用

王晓峰,王军霞,彭庆媛,华盈盈,何飞,唐傲..融合多策略的哈里斯鹰优化算法求解Steiner树问题[J].郑州大学学报(理学版),2026,58(3):33-40,8.

基金项目

国家自然科学基金项目(62062001) (62062001)

宁夏青年拔尖人才项目(2021) (2021)

宁夏自然科学基金项目(2024AAC03165) (2024AAC03165)

郑州大学学报(理学版)

1671-6841

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