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Self-adaptive Artificial Bee Colony with a Candidate Strategy Pool

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成果类型:
期刊论文
作者:
Huang, Yingui;Yu, Ying;Guo, Jinglei;Wu, Yong
通讯作者:
Wu, Y
作者机构:
[Guo, Jinglei; Huang, Yingui; Yu, Ying] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
[Wu, Yong; Wu, Y] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Peoples R China.
通讯机构:
[Wu, Y ] W
Wuhan Univ Technol, Sch Automat, Wuhan 430070, Peoples R China.
语种:
英文
关键词:
artificial bee colony;evolution;modified neighborhood operator;multi-strategy;optimization;self-adaptive mechanism
期刊:
Applied Sciences-Basel
ISSN:
2076-3417
年:
2023
卷:
13
期:
18
基金类别:
This work was part funded by the National Natural Science Foundation of China (No. 61966019), and the Fundamental Research Funds for the Central Universities (No. CCNU20TS026).
机构署名:
本校为第一机构
院系归属:
计算机学院
摘要:
As a newly developed metaheuristic algorithm, the artificial bee colony (ABC) has garnered a lot of interest because of its strong exploration ability and easy implementation. However, its exploitation ability is poor and dramatically deteriorates for high-dimension and/or non-separable functions. To fix this defect, a self-adaptive ABC with a candidate strategy pool (SAABC-CS) is proposed. First, several search strategies with different features are assembled in the strategy pool. The top 10% of the bees make up the elite bee group. Then, we c...

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