A Chaotic Artificial Bee Colony Algorithm Based on Lévy Search

Shijie LIN  Chen DONG  Zhiqiang WANG  Wenzhong GUO  Zhenyi CHEN  Yin YE  

Publication
IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences   Vol.E101-A   No.12   pp.2472-2476
Publication Date: 2018/12/01
Online ISSN: 1745-1337
DOI: 10.1587/transfun.E101.A.2472
Type of Manuscript: LETTER
Category: Algorithms and Data Structures
Keyword: 
artificial bee colony algorithm,  chaos,  Gbest-guided,  Lévy flight strategy,  

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Summary: 
A Lévy search strategy based chaotic artificial bee colony algorithm (LABC) is proposed in this paper. The chaotic sequence, global optimal mechanism and Lévy flight mechanism were introduced respectively into the initialization, the employed bee search and the onlooker bee search. The experiments show that the proposed algorithm performed better in convergence speed, global search ability and optimization accuracy than other improved ABC.