RFID Networks Planning Using a Multi-swarm Optimizer | |
Chen HN(陈瀚宁); Zhu YL(朱云龙)![]() ![]() | |
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
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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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