Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements

The TDOA-based source localization problem in sensor networks is considered with sensor node location uncertainty. A total least squares (TLSs) algorithm is developed by a linear closed-form solution for this problem, and the uncertainty of the sensor location is formulated as a perturbation. The se...

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Main Authors: Yang Weng, Wendong Xiao, Lihua Xie
Format: Article
Language:English
Published: Wiley 2011-08-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1155/2011/172902
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author Yang Weng
Wendong Xiao
Lihua Xie
author_facet Yang Weng
Wendong Xiao
Lihua Xie
author_sort Yang Weng
collection DOAJ
description The TDOA-based source localization problem in sensor networks is considered with sensor node location uncertainty. A total least squares (TLSs) algorithm is developed by a linear closed-form solution for this problem, and the uncertainty of the sensor location is formulated as a perturbation. The sensitivity of the TLS solution is also analyzed. Simulation results show its improved performance against the classic least squares approaches.
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spelling doaj.art-8145fa7589004862ab3005446736c71b2025-02-03T06:45:34ZengWileyInternational Journal of Distributed Sensor Networks1550-14772011-08-01710.1155/2011/172902172902Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA MeasurementsYang Weng0Wendong Xiao1Lihua Xie2 College of Mathematics, Sichuan University, Chengdu 610064, China Networking Protocols Department, Institute for Infocomm Research, Singapore, 138632 School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore, 639798The TDOA-based source localization problem in sensor networks is considered with sensor node location uncertainty. A total least squares (TLSs) algorithm is developed by a linear closed-form solution for this problem, and the uncertainty of the sensor location is formulated as a perturbation. The sensitivity of the TLS solution is also analyzed. Simulation results show its improved performance against the classic least squares approaches.https://doi.org/10.1155/2011/172902
spellingShingle Yang Weng
Wendong Xiao
Lihua Xie
Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements
International Journal of Distributed Sensor Networks
title Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements
title_full Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements
title_fullStr Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements
title_full_unstemmed Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements
title_short Total Least Squares Method for Robust Source Localization in Sensor Networks Using TDOA Measurements
title_sort total least squares method for robust source localization in sensor networks using tdoa measurements
url https://doi.org/10.1155/2011/172902
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AT wendongxiao totalleastsquaresmethodforrobustsourcelocalizationinsensornetworksusingtdoameasurements
AT lihuaxie totalleastsquaresmethodforrobustsourcelocalizationinsensornetworksusingtdoameasurements