A hybrid approach to artificial bee colony algorithm

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	A hybrid approach to artificial bee colony algorithm
	Ma LB(马连博); Zhu YL(朱云龙); Zhang DY(张丁一); Niu B(牛奔)
刊名	Neural Computing and Applications
	2016
卷号	27 期号:2 页码:387-409
关键词	Artificial bee colony algorithm Varying population Life cycle Comprehensive learning
ISSN号	0941-0643
通讯作者	马连博
产权排序	1
中文摘要	In this paper, we put forward a hybrid approach based on the life cycle for the artificial bee colony algorithm to generate dynamical varying population as well as ensure appropriate balance between exploration and exploitation. The bee life-cycle model is firstly constructed, which means that each individual can reproduce or die dynamically throughout the searching process and population size can dynamically vary during execution. With the comprehensive learning, the bees incorporate the information of global best solution into the search equation for exploration, while the Powell’s search enables the bees deeply to exploit around the promising area. Finally, we instantiate a hybrid artificial bee colony (HABC) optimizer based on the proposed model, namely HABC. Comprehensive test experiments based on the well-known CEC 2014 benchmarks have been carried out to compare the performance of HABC against other bio-mimetic algorithms. Our numerical results prove the effectiveness of the proposed hybridization scheme and demonstrate the performance superiority of the proposed algorithm.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Computer Science, Artificial Intelligence
研究领域[WOS]	Computer Science
关键词[WOS]	NUMERICAL FUNCTION OPTIMIZATION ; DIVISION-OF-LABOR ; GLOBAL OPTIMIZATION ; POPULATION-DYNAMICS ; PARTICLE SWARM ; EVOLUTION ; MODEL ; COEVOLUTION ; POLYETHISM
收录类别	SCI ; EI
语种	英语
WOS记录号	WOS:000369996500012
公开日期	2015-03-30
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/15779]
专题	沈阳自动化研究所_信息服务与智能控制技术研究室
推荐引用方式 GB/T 7714	Ma LB,Zhu YL,Zhang DY,et al. A hybrid approach to artificial bee colony algorithm[J]. Neural Computing and Applications,2016,27(2):387-409.
APA	Ma LB,Zhu YL,Zhang DY,&Niu B.(2016).A hybrid approach to artificial bee colony algorithm.Neural Computing and Applications,27(2),387-409.
MLA	Ma LB,et al."A hybrid approach to artificial bee colony algorithm".Neural Computing and Applications 27.2(2016):387-409.