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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Format: | Article |
Language: | English |
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Wiley
2011-08-01
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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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format | Article |
id | doaj.art-8145fa7589004862ab3005446736c71b |
institution | Directory Open Access Journal |
issn | 1550-1477 |
language | English |
last_indexed | 2025-02-16T06:32:54Z |
publishDate | 2011-08-01 |
publisher | Wiley |
record_format | Article |
series | International Journal of Distributed Sensor Networks |
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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