Channel-Aware Tracking in Multi-Hop Wireless Sensor Networks with Quantized Measurements

被引:12
|
作者
Yang, Xiaojun [1 ]
Niu, Ruixin [2 ]
Masazade, Engin [3 ]
Varshney, Pramod K. [4 ]
机构
[1] Changan Univ, Sch Informat Engn, Xian 710064, Peoples R China
[2] Virginia Commonwealth Univ, Dept Elect & Comp Engn, Richmond, VA 23284 USA
[3] Yeditepe Univ, Dept Elect & Elect Engn, TR-34755 Istanbul, Turkey
[4] Syracuse Univ, Dept Elect Engn & Comp Sci, Syracuse, NY 13244 USA
基金
中国国家自然科学基金;
关键词
TARGET TRACKING; DISTRIBUTED DETECTION; SOURCE LOCALIZATION; DECISION FUSION; BOUNDS;
D O I
10.1109/TAES.2013.6621821
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A channel-aware target tracking approach is proposed for multi-hop sensor networks based on M-bit quantized measurements. For two cases where the fusion center has the knowledge of the instantaneous fading channel gains and where only the knowledge of fading channel statistics is available, particle filtering (PF)-based channel-aware tracking algorithms are developed. Furthermore, the posterior Cramer-Rao lower bounds (PCRLBs) for the tracking filters are derived. The improved tracking accuracy and robustness of the proposed approach are demonstrated through simulations.
引用
收藏
页码:2353 / 2368
页数:16
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