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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)
Department信息服务与智能控制技术研究室
Source PublicationApplied Mathematics and Computation
ISSN0096-3003
2015
Volume252Pages:133-154
Indexed BySCI ; EI
EI Accession number20150200404603
WOS IDWOS:000349032500012
Contribution Rank1
KeywordArtificial Bee Colony Algorithm Life-cycle Powell's Method Crossover Rfid
AbstractThis 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.
Language英语
WOS HeadingsScience & Technology ; Physical Sciences
WOS SubjectMathematics, Applied
WOS KeywordNUMERICAL FUNCTION OPTIMIZATION ; GLOBAL OPTIMIZATION ; PARTICLE SWARM ; ALGORITHM ; INFORMATION ; EVOLUTION
WOS Research AreaMathematics
Citation statistics
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/15636
Collection信息服务与智能控制技术研究室
Corresponding AuthorMa LB(马连博)
Affiliation1.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
Recommended Citation
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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