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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)
作者部门信息服务与智能控制技术研究室
关键词Artificial Bee Colony Algorithm Life-cycle Powell's Method Crossover Rfid
发表期刊Applied Mathematics and Computation
ISSN0096-3003
2015
卷号252页码:133-154
收录类别SCI ; EI
EI收录号20150200404603
WOS记录号WOS:000349032500012
产权排序1
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.
语种英语
WOS标题词Science & Technology ; Physical Sciences
WOS类目Mathematics, Applied
关键词[WOS]NUMERICAL FUNCTION OPTIMIZATION ; GLOBAL OPTIMIZATION ; PARTICLE SWARM ; ALGORITHM ; INFORMATION ; EVOLUTION
WOS研究方向Mathematics
引用统计
被引频次:18[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/15636
专题信息服务与智能控制技术研究室
通讯作者Ma LB(马连博)
作者单位1.Laboratory of Information Service and Intelligent Control, Shenyang Institute of Automation Chinese Academy of Sciences, Shenyang, China
2.University of Chinese Academy of Sciences, Beijing, China
3.School of Computer Science and Software, Tianjin Polytechnic University, Tianjin, China
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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.
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