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基于随机替换和多样性控制的花朵授粉算法

崔丽群 张磊 郭相卓 张晨

计算机工程与应用2019,Vol.55Issue(18):45-52,8.
计算机工程与应用2019,Vol.55Issue(18):45-52,8.DOI:10.3778/j.issn.1002-8331.1806-0168

基于随机替换和多样性控制的花朵授粉算法

Flower Pollination Algorithm Based on Random Substitution and Diversity Control

崔丽群 1张磊 2郭相卓 2张晨2

作者信息

  • 1. 辽宁工程技术大学 软件学院,辽宁 葫芦岛 125105
  • 2. 辽宁工程技术大学 研究生院,辽宁 葫芦岛 125105
  • 折叠

摘要

Abstract

Focused on the convergence rate of flower pollination algorithm is slow and is not easy to jump out of local optimum and has low search accuracy, according to the trajectory of flower pollination algorithm, the center random replace-ment strategy is proposed, to accelerate the speed of the search algorithm. At the same time, to improve the global search ability of the algorithm, the diversity control strategy is added to change the transition probability p dynamically, and the probability of global search is increased. Through the simulation experiments of 6 kinds of test functions, the algorithm reasonably maintains the diversity of the algorithm. Compared with other intelligent algorithms, the algorithm can have faster search speed and better optimization accuracy.

关键词

花朵授粉算法/中心随机替换/多样性控制/种群多样性

Key words

flower pollination algorithm/central random substitution/diversity control/population diversity

分类

信息技术与安全科学

引用本文复制引用

崔丽群,张磊,郭相卓,张晨..基于随机替换和多样性控制的花朵授粉算法[J].计算机工程与应用,2019,55(18):45-52,8.

基金项目

国家自然科学基金(No.61172144) (No.61172144)

辽宁省教育厅项目(No.L2012113). (No.L2012113)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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