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A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment

The localization of outdoor acoustic sources has attracted attention in wireless sensor networks. In this paper, the steered response power (SRP) localization of band-pass signal associated with steering time delay uncertainty and coarser spatial grids is considered. We propose a modified SRP-based...

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Autores principales: Huang, Yiwei, Tong, Jianfei, Hu, Xiaoqing, Bao, Ming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7956274/
https://www.ncbi.nlm.nih.gov/pubmed/33668765
http://dx.doi.org/10.3390/s21051591
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author Huang, Yiwei
Tong, Jianfei
Hu, Xiaoqing
Bao, Ming
author_facet Huang, Yiwei
Tong, Jianfei
Hu, Xiaoqing
Bao, Ming
author_sort Huang, Yiwei
collection PubMed
description The localization of outdoor acoustic sources has attracted attention in wireless sensor networks. In this paper, the steered response power (SRP) localization of band-pass signal associated with steering time delay uncertainty and coarser spatial grids is considered. We propose a modified SRP-based source localization method for enhancing the localization robustness in outdoor scenarios. In particular, we derive a sufficient condition dependent on the generalized cross-correlation (GCC) waveform function for robust on-grid source localization and show that the SRP function with GCCs satisfying this condition can suppress the disturbances induced by the grid distance and the uncertain steering time delays. Then a GCC refinement procedure for band-pass GCCs is designed, which uses complex wavelet functions in multiple sub-bands to filter the GCCs and averages the envelopes of the filtered GCCs as the equivalent GCC to match the sufficient condition. Simulation results and field experiments demonstrate the excellent performance of the proposed method against the existing SRP-based methods.
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spelling pubmed-79562742021-03-15 A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment Huang, Yiwei Tong, Jianfei Hu, Xiaoqing Bao, Ming Sensors (Basel) Article The localization of outdoor acoustic sources has attracted attention in wireless sensor networks. In this paper, the steered response power (SRP) localization of band-pass signal associated with steering time delay uncertainty and coarser spatial grids is considered. We propose a modified SRP-based source localization method for enhancing the localization robustness in outdoor scenarios. In particular, we derive a sufficient condition dependent on the generalized cross-correlation (GCC) waveform function for robust on-grid source localization and show that the SRP function with GCCs satisfying this condition can suppress the disturbances induced by the grid distance and the uncertain steering time delays. Then a GCC refinement procedure for band-pass GCCs is designed, which uses complex wavelet functions in multiple sub-bands to filter the GCCs and averages the envelopes of the filtered GCCs as the equivalent GCC to match the sufficient condition. Simulation results and field experiments demonstrate the excellent performance of the proposed method against the existing SRP-based methods. MDPI 2021-02-25 /pmc/articles/PMC7956274/ /pubmed/33668765 http://dx.doi.org/10.3390/s21051591 Text en © 2021 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
Huang, Yiwei
Tong, Jianfei
Hu, Xiaoqing
Bao, Ming
A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment
title A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment
title_full A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment
title_fullStr A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment
title_full_unstemmed A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment
title_short A Robust Steered Response Power Localization Method for Wireless Acoustic Sensor Networks in an Outdoor Environment
title_sort robust steered response power localization method for wireless acoustic sensor networks in an outdoor environment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7956274/
https://www.ncbi.nlm.nih.gov/pubmed/33668765
http://dx.doi.org/10.3390/s21051591
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