RFID Networks Planning Using a Multi-swarm Optimizer
Chen HN(陈瀚宁); Zhu YL(朱云龙); Hu KY(胡琨元)
2009
会议名称21st Chinese Control and Decision Conference
会议日期June 17-19, 2009
会议地点Guilin, China
关键词RFID networks planning problem PSO GA ES (PSO)-O-2
页码3548-3552
通讯作者陈瀚宁
中文摘要In this paper, we develop an optimization model for planning the positions of readers in the RFID network based on a novel Multi-swarm Particle Swarm Optimizer called (PSO)-O-2. The main idea of (PSO)-O-2 is to extend the single population PSO to the interacting multi-swarms model by constructing hierarchical interaction topology and enhanced dynamical update equations. This algorithm, which is conceptually simple and easy to implement, has considerable potential for solving complex optimization problems. Simulation results show that the proposed (PSO)-O-2 algorithm proves to be superior for planning RFID networks than the standard PSO and other two evolutionary algorithms, namely Genetic Algorithm (GA) and Evolution Strategy (ES), in terms of optimization accuracy and computation robustness.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者NE Univ, IEEE Ind Elect Singapore Chapter, Guilin Univ Elect Technol, IEEE Control Syst Soc, IEEE Ind Elect Soc
会议录CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS
会议录出版者IEEE
会议录出版地NEW YORK
语种英语
ISBN号978-1-4244-2723-9
WOS记录号WOS:000274047201094
内容类型会议论文
源URL[http://ir.sia.cn/handle/173321/8403]  
专题沈阳自动化研究所_工业信息学研究室
推荐引用方式
GB/T 7714
Chen HN,Zhu YL,Hu KY. RFID Networks Planning Using a Multi-swarm Optimizer[C]. 见:21st Chinese Control and Decision Conference. Guilin, China. June 17-19, 2009.
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