DocumentCode :
53112
Title :
EasiDSlT: A Two-Layer Data Association Method for Multitarget Tracking in Wireless Sensor Networks
Author :
Hao Chen ; Rui Wang ; Li Cui ; Lei Zhang
Author_Institution :
Inst. of Comput. Technol., Beijing, China
Volume :
62
Issue :
1
fYear :
2015
fDate :
Jan. 2015
Firstpage :
434
Lastpage :
443
Abstract :
The technology of multitarget tracking (MTT) has been widely and deeply researched in many fields, such as the radar system and wireless sensor networks (WSNs). However, how to develop a lightweight data association algorithm in a decentralized way is still a challenge, particularly considering the fact that WSNs are resource constrained. This paper presents a two-layer data association method for MTT applications, which are based on low-cost WSNs. To improve the association accuracy of the first layer of the data association, this paper proposes a lightweight reasoning method based on the evidence theory. The example analysis indicates that it can also handle the problem of highly conflicting information fusion. The second layer adopts a Bayesian filtering algorithm. By adoption of the two-layer data association, the computation cost of data association in the MTT technology is balanced in intracluster nodes. Simulation experiments show that the data association algorithm has great performance.
Keywords :
belief networks; filtering theory; target tracking; wireless sensor networks; Bayesian filtering algorithm; EasiDSlT; MTT technology; WSN; evidence theory; information fusion; lightweight reasoning method; multitarget tracking; two-layer data association method; wireless sensor networks; Bayes methods; Cognition; Filtering; Iron; Magnetic sensors; Target tracking; Wireless sensor networks; Data association; evidence reasoning; multitarget tracking (MTT); wireless sensor networks (WSNs);
fLanguage :
English
Journal_Title :
Industrial Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0046
Type :
jour
DOI :
10.1109/TIE.2014.2331026
Filename :
6834768
Link To Document :
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