RFID network planning using a multi-swarm optimizer

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 工业信息学研究室

	RFID network planning using a multi-swarm optimizer
	Chen HN(陈瀚宁); Zhu YL(朱云龙); Hu KY(胡琨元); Ku T(库涛)
刊名	JOURNAL OF NETWORK AND COMPUTER APPLICATIONS
	2011
卷号	34 期号:3 页码:888-901
关键词	RFID network planning Multi-swarm Hierarchical interaction topology PSO PS(2)O
ISSN号	1084-8045
产权排序	1
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 PS(2)O. The main idea of PS(2)O 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. With five mathematical benchmark functions, PS(2)O is proved to have significantly better performance than five successful variants of PSO. PS(2)O is then used for solving the real-world RFID network planning problem. Simulation results show that the proposed algorithm proves to be superior for planning RFID networks than canonical PSO, multi-swarm cooperative PSO (MCPSO), and two evolutionary algorithms, namely genetic algorithm with elitism (EGA) and self-adaptive evolution strategies (SA-ES), in terms of optimization accuracy and computation robustness.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Computer Science, Hardware & Architecture ; Computer Science, Interdisciplinary Applications ; Computer Science, Software Engineering
研究领域[WOS]	Computer Science
关键词[WOS]	PARTICLE SWARM
收录类别	SCI ; EI
资助信息	This work is supported by the National 863 plans projects of China under grant 2006AA04119-5 and the National 863 plans projects of China under grant 2008AA04A105. The first author would like to thank Prof. John Paddison for reviewing the manuscript.
语种	英语
WOS记录号	WOS:000289137800010
公开日期	2012-05-29
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/7093]
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,et al. RFID network planning using a multi-swarm optimizer[J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS,2011,34(3):888-901.
APA	Chen HN,Zhu YL,Hu KY,&Ku T.(2011).RFID network planning using a multi-swarm optimizer.JOURNAL OF NETWORK AND COMPUTER APPLICATIONS,34(3),888-901.
MLA	Chen HN,et al."RFID network planning using a multi-swarm optimizer".JOURNAL OF NETWORK AND COMPUTER APPLICATIONS 34.3(2011):888-901.