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An Artificial Bee Colony Algorithm Based on Improved Search Strategy

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成果类型:
会议论文
作者:
Yang, Yi;Luo, Ke
作者机构:
[Yang, Yi; Luo, Ke] Changsha University of Science and Technology, Changsha, China
语种:
英文
期刊:
ACM International Conference Proceeding Series
年:
2021
会议名称:
2nd International Conference on Artificial Intelligence and Information Systems, ICAIIS 2021
会议时间:
May 28, 2021 - May 30, 2021
会议地点:
Chongqing, China
机构署名:
本校为第一机构
摘要:
Aiming at the shortcomings of the original ABC algorithm, such as initial randomness, prematurity and slow convergence speed, this paper proposes an artificial bee colony algorithm with improved search strategy. In order to increase initial population quality and enhance the overall search ability, it firstly initializes the swarm by using chaotic mapping and reverse learning method. Secondly, the position updating formula based on local better and global best is used to improve the efficiency of the iterative optimization process. Finally, the...

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