DocumentCode
70911
Title
Lightweight Robust Device-Free Localization in Wireless Networks
Author
Jie Wang ; Qinghua Gao ; Peng Cheng ; Yan Yu ; Kefei Xin ; Hongyu Wang
Author_Institution
Fac. of Electron. Inf. & Electr. Eng., Dalian Univ. of Technol., Dalian, China
Volume
61
Issue
10
fYear
2014
fDate
Oct. 2014
Firstpage
5681
Lastpage
5689
Abstract
Due to its ability of realizing localization without the need of equipping the target with a wireless device, the device-free wireless localization technique has become a crucial technique for many security and military applications. However, there still lacks an efficient scheme which could achieve robust location estimation performance with low computational cost. To solve this problem, we propose a lightweight robust Bayesian grid approach (BGA) in this paper. The BGA utilizes not only the observation information of the shadowed links, but also the prior information involved in the previous estimations and the constraint information involved in the non-shadowed links, which ensure its robust performance. Meanwhile, the BGA can be carried out with a series of lightweight grid multiplication and addition operations, which eliminates the complex matrix inversion computation involved in the traditional algorithm. The experimental results demonstrate that BGA could achieve a mean tracking error of 0.155 m with a running time of only 1.5 ms.
Keywords
Bayes methods; object tracking; radio links; radio networks; BGA; lightweight grid addition operation; lightweight grid multiplication operation; lightweight robust Bayesian grid approach; lightweight robust device-free localization; mean tracking error; nonshadowed links; robust location estimation performance; shadowed links; wireless device; wireless networks; Bayes methods; Communication system security; Estimation; Robustness; Shadow mapping; Wireless communication; Wireless sensor networks; Bayesian; Wireless localization; device-free localization; wireless localization; wireless networks;
fLanguage
English
Journal_Title
Industrial Electronics, IEEE Transactions on
Publisher
ieee
ISSN
0278-0046
Type
jour
DOI
10.1109/TIE.2014.2301714
Filename
6718119
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