Artificial bee colony algorithm with multi-strategy adaptation

doi:10.1504/IJBIC.2024.137917

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	Artificial bee colony algorithm with multi-strategy adaptation
	Guo, Zhaolu 1,2; Li, Hongjin 1; Zhang, Wensheng 2
刊名	INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION
	2024
卷号	23 期号:3 页码:14
关键词	artificial bee colony algorithm multi-strategy adaptation evolution process elite orientation
ISSN号	1758-0366
DOI	10.1504/IJBIC.2024.137917
通讯作者	Guo, Zhaolu(gzl@jxust.edu.cn)
英文摘要	To improve the convergence performance of artificial bee colony (ABC) algorithm for tackling some complex optimisation issues, a new ABC with multi-strategy adaptation (MSABC) is presented. A multi-strategy adaptation mechanism is implemented to boost the search performance in MSABC. In this mechanism, an evolution rate index is proposed to adaptively select strategies with different characteristics at various evolutionary stages. Meanwhile, for balancing exploration and exploitation, a novel search strategy oriented by the elite individual is applied in this mechanism. On the CEC2014 test set, MSABC is compared to other existing algorithms to assess its performance. As the results demonstrate, MSABC can obtain good convergence performance.
资助项目	National Natural Science Foundation of China[61662029] ; Education Department Scientific Research Foundation of Jiangxi Province, China[GJJ160623] ; Education Department Scientific Research Foundation of Jiangxi Province, China[GJJ170495] ; Program of Qingjiang Excellent Young Talents, Jiangxi University of Science and Technology
WOS关键词	DIFFERENTIAL EVOLUTION ; OPTIMIZATION
WOS研究方向	Computer Science
语种	英语
出版者	INDERSCIENCE ENTERPRISES LTD
WOS记录号	WOS:001198771800003
资助机构	National Natural Science Foundation of China ; Education Department Scientific Research Foundation of Jiangxi Province, China ; Program of Qingjiang Excellent Young Talents, Jiangxi University of Science and Technology
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/58153]
专题	精密感知与控制研究中心_人工智能与机器学习
通讯作者	Guo, Zhaolu
作者单位	1.Jiangxi Univ Sci & Technol, Sch Sci, Ganzhou 341000, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Guo, Zhaolu,Li, Hongjin,Zhang, Wensheng. Artificial bee colony algorithm with multi-strategy adaptation[J]. INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,2024,23(3):14.
APA	Guo, Zhaolu,Li, Hongjin,&Zhang, Wensheng.(2024).Artificial bee colony algorithm with multi-strategy adaptation.INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,23(3),14.
MLA	Guo, Zhaolu,et al."Artificial bee colony algorithm with multi-strategy adaptation".INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION 23.3(2024):14.