A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover

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	A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover
	Ma LB(马连博); Hu KY(胡琨元); Zhu YL(朱云龙); Chen HN(陈瀚宁)
刊名	Applied Mathematics and Computation
	2015
卷号	252 页码:133-154
关键词	Artificial bee colony algorithm Life-cycle Powell's method Crossover RFID
ISSN号	0096-3003
通讯作者	马连博
产权排序	1
中文摘要	This paper proposes a hybrid artificial bee colony optimizer (HABC) by restructuring the artificial bee colony system with life-cycle, Powell's search and social learning. The proposed HABC based on life-cycle is a cooperative and varying-population model where the bee can switch its state periodically according to the local environmental landscape. Through this new characteristic, two significant merits of reducing redundant search and maintaining diversity of population can be obtained. In addition, with the social learning, the information exchange ability of the bees can be enhanced in the early exploration phase while the Powell's method enables the bees to deeply exploit around the promising area, which provides an appropriate balance between exploration and exploitation. Then, eight basic benchmarks, seven CEC 2005 composite functions, and a real-world problem of RFID networks optimization are solved by HABC, successively. The experimental results validate the incorporated combinatorial strategies and demonstrate the performance superiority of HABC.
WOS标题词	Science & Technology ; Physical Sciences
类目[WOS]	Mathematics, Applied
研究领域[WOS]	Mathematics
关键词[WOS]	NUMERICAL FUNCTION OPTIMIZATION ; GLOBAL OPTIMIZATION ; PARTICLE SWARM ; ALGORITHM ; INFORMATION ; EVOLUTION
收录类别	SCI ; EI
语种	英语
WOS记录号	WOS:000349032500012
公开日期	2015-02-04
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/15636]
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,Hu KY,Zhu YL,et al. A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover[J]. Applied Mathematics and Computation,2015,252:133-154.
APA	Ma LB,Hu KY,Zhu YL,&Chen HN.(2015).A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover.Applied Mathematics and Computation,252,133-154.
MLA	Ma LB,et al."A hybrid artificial bee colony optimizer by combining with life-cycle, Powell's search and crossover".Applied Mathematics and Computation 252(2015):133-154.