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文章基本信息

  • 标题:An Improved Artificial Bee Colony Algorithm and Its Application
  • 本地全文:下载
  • 作者:Xiangyu Kong ; Sanyang Liu ; Zhen Wang
  • 期刊名称:International Journal of Signal Processing, Image Processing and Pattern Recognition
  • 印刷版ISSN:2005-4254
  • 出版年度:2013
  • 卷号:6
  • 期号:6
  • 页码:259-274
  • DOI:10.14257/ijsip.2013.6.6.24
  • 出版社:SERSC
  • 摘要:To further improve the performance of artificial bee colony algorithm (ABC), an improved ABC (IABC) algorithm is proposed for global optimization via employing orthogonal initialization method. Furthermore, to balance the exploration and exploitation abilities, a new search mechanism is also designed. The performance of this algorithm is verified by using 27 benchmark functions. And the comparison analyses are given between the proposed algorithm and other nature-inspired algorithms. Numerical results demonstrate that the proposed algorithm outperforms the original ABC algorithm and other algorithms for global optimization problems.
  • 关键词:Artificial bee colony; Orthogonal initialization; Search mechanism; Differential ; evolution
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