吉林大学学报(信息科学版) ›› 2016, Vol. 34 ›› Issue (4): 468-476.

• 论文 • 上一篇    下一篇

人工蜂群算法及其应用

霍凤财, 杜 颖, 刘 洋   

  1. 东北石油大学电气信息工程学院, 黑龙江大庆163318
  • 收稿日期:2015-11-09 出版日期:2016-07-25 发布日期:2017-01-16
  • 作者简介:霍凤财(1976—), 男, 黑龙江安达人, 东北石油大学副教授, 博士, 硕士生导师, 主要从事智能算法和图像处理研究,(Tel)86-13936895698(E-mail)huofc@126. com。
  • 基金资助:
    2015-11-09 基金项目: 国家自然科学基金资助项目(61374127); 中国石油科技创新基金资助项目(2013D-5006-0209); 黑龙江省博士后科研启动基金资助项目(LBH-Q12143); 东北石油大学青年基金资助项目(2013NQ105); 国家自然科学基金优秀青年科学基金资助项目(61422301); 中国博士后科学基金资助项目(2014M550180)

Artificial Bee Colony Algorithm and Its Application

HUO Fengcai, DU Ying, LIU Yang   

  1. Department of Electrical Information Engineering, Northeast Petroleum University, Daqing 163318, China
  • Received:2015-11-09 Online:2016-07-25 Published:2017-01-16

摘要: 为促进人工蜂群算法理论和应用的发展, 在分析人工蜂群算法的基本原理基础上, 针对算法的不足, 全面地归纳了国内外学者对算法的改进研究, 对算法的蜜源初始化、更新策略的改进、调整策略的改进、适应度函数的选择以及与其他算法的融合进行综述, 提出了更有效的改进策略。同时从多方面综述了人工蜂群算法的应用, 并对人工蜂群算法的发展方向进行了总结和展望。

关键词: 研究现状, 人工蜂群算法, 群体智能, 综述

Abstract: As a new type of intelligent optimization method, artificial colony algorithm possesses a vast of advantages, such as having fewer parameters, faster speed of convergence, easier combination with other algorithms and especially strong robustness. Therefore, because of many scholars‘’concern, the algorithm gets improvements and extensive applications. Firstly, the basic principle of artificial colony algorithm is introduced; Secondly, aiming at the shortcomings of the algorithm, the improvements of the algorithm are comprehensively summarized throughout the research of domestic and overseas, and it mainly concentrated on the bee initialization method, the improvement of update and adjust strategy, the selection of fitness function and combination with other algorithms; Thirdly, the applications of artificial colony algorithm are reviewed from many aspects; Finally, the development direction of artificial colony algorithm in the future is discussed.

Key words: artificial bee colony algorithm, review, swarm intelligence, research status

中图分类号: 

  • TP18