Cooperative and distributed localization for wireless sensor networks in multipath environments

We consider the problem of sensor localization in wireless networks in a multipath environment. We propose a distributed and cooperative algorithm based on belief propagation, which allows sensors to cooperatively self-localize with respect to a single anchor node in the network, using range and dir...

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Main Authors: Quek, Tony Q. S., Leng, Mei, Tay, Wee Peng
Other Authors: School of Electrical and Electronic Engineering
Format: Conference or Workshop Item
Language:English
Published: 2013
Online Access:https://hdl.handle.net/10356/98440
http://hdl.handle.net/10220/13372
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-984402020-03-07T13:24:48Z Cooperative and distributed localization for wireless sensor networks in multipath environments Quek, Tony Q. S. Leng, Mei Tay, Wee Peng School of Electrical and Electronic Engineering IEEE International Conference on Acoustics, Speech and Signal Processing (2012 : Kyoto, Japan) We consider the problem of sensor localization in wireless networks in a multipath environment. We propose a distributed and cooperative algorithm based on belief propagation, which allows sensors to cooperatively self-localize with respect to a single anchor node in the network, using range and direction of arrival measurements. In the algorithm, neighboring sensors exchange limited information to update their local mean location estimates and covariance matrices. We show that the covariance matrix for each sensor converges for connected networks, and its mean location estimate converges if all scatters are either parallel or orthogonal to each other. Furthermore, these estimates are asymptotically unbiased. Simulations show that cooperation amongst neighboring nodes significantly improves the localization accuracy. 2013-09-09T02:54:17Z 2019-12-06T19:55:15Z 2013-09-09T02:54:17Z 2019-12-06T19:55:15Z 2012 2012 Conference Paper Leng, M., Tay, W. P., & Quek, T. Q. S. (2012). Cooperative and distributed localization for wireless sensor networks in multipath environments. 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.3125-3128. https://hdl.handle.net/10356/98440 http://hdl.handle.net/10220/13372 10.1109/ICASSP.2012.6288577 en © 2012 IEEE.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
description We consider the problem of sensor localization in wireless networks in a multipath environment. We propose a distributed and cooperative algorithm based on belief propagation, which allows sensors to cooperatively self-localize with respect to a single anchor node in the network, using range and direction of arrival measurements. In the algorithm, neighboring sensors exchange limited information to update their local mean location estimates and covariance matrices. We show that the covariance matrix for each sensor converges for connected networks, and its mean location estimate converges if all scatters are either parallel or orthogonal to each other. Furthermore, these estimates are asymptotically unbiased. Simulations show that cooperation amongst neighboring nodes significantly improves the localization accuracy.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Quek, Tony Q. S.
Leng, Mei
Tay, Wee Peng
format Conference or Workshop Item
author Quek, Tony Q. S.
Leng, Mei
Tay, Wee Peng
spellingShingle Quek, Tony Q. S.
Leng, Mei
Tay, Wee Peng
Cooperative and distributed localization for wireless sensor networks in multipath environments
author_sort Quek, Tony Q. S.
title Cooperative and distributed localization for wireless sensor networks in multipath environments
title_short Cooperative and distributed localization for wireless sensor networks in multipath environments
title_full Cooperative and distributed localization for wireless sensor networks in multipath environments
title_fullStr Cooperative and distributed localization for wireless sensor networks in multipath environments
title_full_unstemmed Cooperative and distributed localization for wireless sensor networks in multipath environments
title_sort cooperative and distributed localization for wireless sensor networks in multipath environments
publishDate 2013
url https://hdl.handle.net/10356/98440
http://hdl.handle.net/10220/13372
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