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Target tracking based on a distributed particle filter in underwater sensor networks

文献类型:期刊论文

作者Huang Y(黄艳); Liang W(梁炜); Yu HB(于海斌); Xiao Y(肖杨)
刊名Wireless Communications and Mobile Computing
出版日期2008
卷号8期号:8页码:1023-1033
关键词underwater sensor networks distributed particle filter target tracking performance evaluation
产权排序1
通讯作者于海斌
中文摘要In this paper, based on a distributed particle filter, two tracking algorithms are proposed for tracking mobile targets in cluster-based underwater sensor networks (USNs). Both tracking algorithms run local particle filter sequentially at each cluster along target trajectories, but they adopt different methods of selecting measurements from sensor nodes to balance the information contribution against the cost. Performance metrics are proposed and discussed in terms of tracking performance, communication cost, energy cost, and tracking response time. Simulations are conducted to quantitatively compare the proposed algorithms as well as another tracking algorithm based on extended Kalman filter (EKF). Our results indicate that one tracking algorithm achieves higher tracking accuracy while the other achieves dramatic reduction of communication cost, energy cost, and tracking response time. Furthermore, performance of two tracking algorithms has been studied in terms of detection threshold and sensor density.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
研究领域[WOS]Computer Science ; Engineering ; Telecommunications
关键词[WOS]ACOUSTIC NETWORKS
收录类别SCI ; EI
语种英语
WOS记录号WOS:000260099300005
公开日期2012-05-29
源URL[http://ir.sia.cn/handle/173321/6915]  
专题沈阳自动化研究所_工业信息学研究室_工业控制系统研究室
推荐引用方式
GB/T 7714
Huang Y,Liang W,Yu HB,et al. Target tracking based on a distributed particle filter in underwater sensor networks[J]. Wireless Communications and Mobile Computing,2008,8(8):1023-1033.
APA Huang Y,Liang W,Yu HB,&Xiao Y.(2008).Target tracking based on a distributed particle filter in underwater sensor networks.Wireless Communications and Mobile Computing,8(8),1023-1033.
MLA Huang Y,et al."Target tracking based on a distributed particle filter in underwater sensor networks".Wireless Communications and Mobile Computing 8.8(2008):1023-1033.

入库方式: OAI收割

来源:沈阳自动化研究所

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