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基于轮盘赌反向选择机制的蜂群优化算法

向万里 马寿峰

计算机应用研究2013,Vol.30Issue(1):86-89,4.
计算机应用研究2013,Vol.30Issue(1):86-89,4.DOI:10.3969/j.issn.1001-3695.2013.01.020

基于轮盘赌反向选择机制的蜂群优化算法

Artificial bee colony based on reverse selection of roulette

向万里 1马寿峰2

作者信息

  • 1. 天津大学系统工程研究所,天津300072
  • 2. 兰州交通大学交通运输学院,兰州730070
  • 折叠

摘要

Abstract

Towards the defect which inclined artificial bee colony (ABC) to fall into local minima, and taking into account of greedy selection scheme was always employed during the basic artificial bee colony, which resulted in rapid evolving toward the more fitter individual,and thus trapped the ABC into stagnation. Thus, this paper proposed a modified artificial bee colony (MABC) based on reverse selection of roulette which retaining the diversity of population in order to improve the evolving capability. Experiments result on a few of benchmark functions show that the MABC algorithm not only effectively avoids the premature convergence, but also significantly improves the convergence speed and the convergence precision. Moreover, the MABC algorithm is robust to the scale of population.

关键词

人工蜂群算法/轮盘赌选择/反向选择/鲁棒性

Key words

artificial bee colony (ABC) algorithm/ roulette selection/ reverse selection/ robustness

分类

信息技术与安全科学

引用本文复制引用

向万里,马寿峰..基于轮盘赌反向选择机制的蜂群优化算法[J].计算机应用研究,2013,30(1):86-89,4.

基金项目

国家自然科学基金资助项目(70971094) (70971094)

天津市科技支撑计划基金资助重点项目(08ZCKFSF01000) (08ZCKFSF01000)

高等学校博士学科点专项科研基金资助项目(20090032110033) (20090032110033)

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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