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基于混沌映射和混合变异的蜻蜓算法

姜封国 韩雪松 岳攀 陈雨

黑龙江科技大学学报2025,Vol.35Issue(1):103-109,7.
黑龙江科技大学学报2025,Vol.35Issue(1):103-109,7.DOI:10.3969/j.issn.2095-7262.2025.01.016

基于混沌映射和混合变异的蜻蜓算法

Dragonfly algorithm based on chaotic mapping and mixed mutation

姜封国 1韩雪松 1岳攀 1陈雨1

作者信息

  • 1. 黑龙江科技大学 建筑工程学院,哈尔滨 150022
  • 折叠

摘要

Abstract

This paper is aimed at addressing the defects of insufficient global exploration ability and low convergence accuracy in standard dragonfly algorithm,and proposes a hybrid optimization dragonfly algorithm with chaotic mapping,Gaussian distribution and non-uniform distribution.The study involves introducing chaotic mapping to generate a better chaotic population as initialized;using Gaussian distribu-tion and non-uniform distribution to optimize the distribution position of dragonflies for avoiding falling in-to local optimality and improving the optimization ability and convergence accuracy;and applying the im-proved algorithm to 8 different test functions and an optimization design of a 13-bar truss structure to com-pare with the results calculated by the original dragonfly algorithm and other swarm intelligence algo-rithms.The final result shows that the structural mass is reduced by 5.86%compared with the original dragonfly algorithm,indicating that the improved dragonfly algorithm has faster convergence speed and higher convergence accuracy.

关键词

蜻蜓算法/tent混沌映射/高斯分布/非均匀分布

Key words

dragonfly algorithm/tent chaotic map/gaussian distribution/uneven distribution

分类

信息技术与安全科学

引用本文复制引用

姜封国,韩雪松,岳攀,陈雨..基于混沌映射和混合变异的蜻蜓算法[J].黑龙江科技大学学报,2025,35(1):103-109,7.

基金项目

黑龙江省自然科学基金项目(LH2022E108) (LH2022E108)

黑龙江科技大学学报

2095-7262

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