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Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements

A constrained least-squares (CLS) 3D source localization method is presented for acoustic sensor networks with sensor position errors. The proposed approach uses angles of arrivals (AOAs) and gain ratios of arrival (GROAs) measured simultaneously at each node to estimate the source position jointly....

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Autores principales: Luo, Ji-An, Pan, Si-Wei, Peng, Dong-Liang, Wang, Zhi, Li, Yan-Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948613/
https://www.ncbi.nlm.nih.gov/pubmed/29565289
http://dx.doi.org/10.3390/s18040937
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author Luo, Ji-An
Pan, Si-Wei
Peng, Dong-Liang
Wang, Zhi
Li, Yan-Jun
author_facet Luo, Ji-An
Pan, Si-Wei
Peng, Dong-Liang
Wang, Zhi
Li, Yan-Jun
author_sort Luo, Ji-An
collection PubMed
description A constrained least-squares (CLS) 3D source localization method is presented for acoustic sensor networks with sensor position errors. The proposed approach uses angles of arrivals (AOAs) and gain ratios of arrival (GROAs) measured simultaneously at each node to estimate the source position jointly. Compared to AOA-only localization methods, the GROAs can be used in conjunction with AOA measurements so as to get more accurate results by exploiting the geometrical relationship between these two measurements. Compared to time difference of arrival localization methods, the proposed algorithm does not require accurate time synchronization over different nodes. The theoretical mean-square error matrices of the proposed approach are derived and they are exactly equal to the Cramér–Rao bound for Gaussian noise under the small error condition. Simulations validate the performance of the proposed estimator.
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spelling pubmed-59486132018-05-17 Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements Luo, Ji-An Pan, Si-Wei Peng, Dong-Liang Wang, Zhi Li, Yan-Jun Sensors (Basel) Article A constrained least-squares (CLS) 3D source localization method is presented for acoustic sensor networks with sensor position errors. The proposed approach uses angles of arrivals (AOAs) and gain ratios of arrival (GROAs) measured simultaneously at each node to estimate the source position jointly. Compared to AOA-only localization methods, the GROAs can be used in conjunction with AOA measurements so as to get more accurate results by exploiting the geometrical relationship between these two measurements. Compared to time difference of arrival localization methods, the proposed algorithm does not require accurate time synchronization over different nodes. The theoretical mean-square error matrices of the proposed approach are derived and they are exactly equal to the Cramér–Rao bound for Gaussian noise under the small error condition. Simulations validate the performance of the proposed estimator. MDPI 2018-03-22 /pmc/articles/PMC5948613/ /pubmed/29565289 http://dx.doi.org/10.3390/s18040937 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Luo, Ji-An
Pan, Si-Wei
Peng, Dong-Liang
Wang, Zhi
Li, Yan-Jun
Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements
title Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements
title_full Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements
title_fullStr Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements
title_full_unstemmed Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements
title_short Source Localization in Acoustic Sensor Networks via Constrained Least-Squares Optimization Using AOA and GROA Measurements
title_sort source localization in acoustic sensor networks via constrained least-squares optimization using aoa and groa measurements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948613/
https://www.ncbi.nlm.nih.gov/pubmed/29565289
http://dx.doi.org/10.3390/s18040937
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