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题名: RFID Networks Planning Using a Multi-swarm Optimizer
作者: Chen HN(陈瀚宁) ; Zhu YL(朱云龙) ; Hu KY(胡琨元)
作者部门: 工业信息学研究室
会议名称: 21st Chinese Control and Decision Conference
会议日期: June 17-19, 2009
会议地点: Guilin, China
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
出版日期: 2009
页码: 3548-3552
收录类别: CPCI(ISTP) ; EI
ISBN号: 978-1-4244-2723-9
关键词: RFID networks planning problem ; PSO ; GA ; ES ; (PSO)-O-2
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.
产权排序: 1
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/8403
Appears in Collections:工业信息学研究室_会议论文

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