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Hierarchical Artificial Bee Colony Algorithm for RFID Network Planning Optimization
Ma LB(马连博); Chen HN(陈瀚宁); Hu KY(胡琨元); Zhu YL(朱云龙)
作者部门信息服务与智能控制技术研究室
发表期刊SCIENTIFIC WORLD JOURNAL
ISSN1537-744X
2014
收录类别SCI
WOS记录号WOS:000330764600001
产权排序1
资助机构Natural Science Foundation of China [61105067, 61174164]
摘要This paper presents a novel optimization algorithm, namely, hierarchical artificial bee colony optimization, called HABC, to tackle the radio frequency identification network planning (RNP) problem. In the proposed multilevel model, the higher-level species can be aggregated by the subpopulations from lower level. In the bottom level, each subpopulation employing the canonical ABC method searches the part-dimensional optimum in parallel, which can be constructed into a complete solution for the upper level. At the same time, the comprehensive learning method with crossover and mutation operators is applied to enhance the global search ability between species. Experiments are conducted on a set of 10 benchmark optimization problems. The results demonstrate that the proposed HABC obtains remarkable performance on most chosen benchmark functions when compared to several successful swarm intelligence and evolutionary algorithms. Then HABC is used for solving the real-world RNP problem on two instances with different scales. Simulation results show that the proposed algorithm is superior for solving RNP, in terms of optimization accuracy and computation robustness.
语种英语
WOS标题词Science & Technology
WOS类目Multidisciplinary Sciences
关键词[WOS]PARTICLE SWARM OPTIMIZATION ; COOPERATIVE COEVOLUTION ; SYSTEMS ; DEPLOYMENT
WOS研究方向Science & Technology - Other Topics
引用统计
被引频次:6[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/173321/14672
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); Chen HN(陈瀚宁)
作者单位1.Department of Information Service & Intelligent Control, Shenyang Institute of Automation, Chinese Academy of Sciences, Faculty Office VII, Nanta Street No. 114, Dongling District, Shenyang 110016, China
2.University of Chinese Academy of Sciences, Beijing 100039, China
推荐引用方式
GB/T 7714
Ma LB,Chen HN,Hu KY,et al. Hierarchical Artificial Bee Colony Algorithm for RFID Network Planning Optimization[J]. SCIENTIFIC WORLD JOURNAL,2014.
APA Ma LB,Chen HN,Hu KY,&Zhu YL.(2014).Hierarchical Artificial Bee Colony Algorithm for RFID Network Planning Optimization.SCIENTIFIC WORLD JOURNAL.
MLA Ma LB,et al."Hierarchical Artificial Bee Colony Algorithm for RFID Network Planning Optimization".SCIENTIFIC WORLD JOURNAL (2014).
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