A decoupled approach for near-field source localization using a single acoustic vector sensor

This paper considers the problem of three-dimensional (3-D, azimuth, elevation, and range) localization of a single source in the near-field using a single acoustic vector sensor (AVS). The existing multiple signal classification (MUSIC) or maximum likelihood estimation (MLE) methods, which require...

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Main Authors: Hari, V. N., Premkumar, A. B., Zhong, X.
Other Authors: School of Computer Engineering
Format: Article
Language:English
Published: 2013
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Online Access:https://hdl.handle.net/10356/106676
http://hdl.handle.net/10220/16641
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1066762020-05-28T07:17:28Z A decoupled approach for near-field source localization using a single acoustic vector sensor Hari, V. N. Premkumar, A. B. Zhong, X. School of Computer Engineering DRNTU::Engineering::Computer science and engineering This paper considers the problem of three-dimensional (3-D, azimuth, elevation, and range) localization of a single source in the near-field using a single acoustic vector sensor (AVS). The existing multiple signal classification (MUSIC) or maximum likelihood estimation (MLE) methods, which require a 3-D search over the location parameter space, are computationally very expensive. A computationally simple method previously developed by Wu and Wong (IEEE Trans. Aerosp. Electron. Syst. 48(1):159–169, 2012), which we refer to as Eigen-value decomposition and Received Signal strength Indicator-based method (Eigen-RSSI), was able to estimate 3-D location parameters of a single source efficiently. However, it can only be applied to an extended AVS which consists of a pressure sensor separated from the velocity sensors by a certain distance. In this paper, we propose a uni-AVS MUSIC (U-MUSIC) approach for 3-D location parameter estimation based on a compact AVS structure. We decouple the 3-D localization problem into step-by-step estimation of azimuth, elevation, and range and derive closed-form solutions for these parameter estimates by which a complex 3-D search for the parameters can be avoided. We show that the proposed approach outperforms the existing Eigen-RSSI method when the sensor system is required to be mounted in a confined space. 2013-10-21T03:37:14Z 2019-12-06T22:16:03Z 2013-10-21T03:37:14Z 2019-12-06T22:16:03Z 2012 2012 Journal Article Hari, V. N., Premkumar, A. B., & Zhong, X. (2013). A Decoupled Approach for Near-Field Source Localization Using a Single Acoustic Vector Sensor. Circuits, Systems, and Signal Processing, 32(2), 843-859. https://hdl.handle.net/10356/106676 http://hdl.handle.net/10220/16641 10.1007/s00034-012-9508-9 en Circuits, systems, and signal processing
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
Hari, V. N.
Premkumar, A. B.
Zhong, X.
A decoupled approach for near-field source localization using a single acoustic vector sensor
description This paper considers the problem of three-dimensional (3-D, azimuth, elevation, and range) localization of a single source in the near-field using a single acoustic vector sensor (AVS). The existing multiple signal classification (MUSIC) or maximum likelihood estimation (MLE) methods, which require a 3-D search over the location parameter space, are computationally very expensive. A computationally simple method previously developed by Wu and Wong (IEEE Trans. Aerosp. Electron. Syst. 48(1):159–169, 2012), which we refer to as Eigen-value decomposition and Received Signal strength Indicator-based method (Eigen-RSSI), was able to estimate 3-D location parameters of a single source efficiently. However, it can only be applied to an extended AVS which consists of a pressure sensor separated from the velocity sensors by a certain distance. In this paper, we propose a uni-AVS MUSIC (U-MUSIC) approach for 3-D location parameter estimation based on a compact AVS structure. We decouple the 3-D localization problem into step-by-step estimation of azimuth, elevation, and range and derive closed-form solutions for these parameter estimates by which a complex 3-D search for the parameters can be avoided. We show that the proposed approach outperforms the existing Eigen-RSSI method when the sensor system is required to be mounted in a confined space.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Hari, V. N.
Premkumar, A. B.
Zhong, X.
format Article
author Hari, V. N.
Premkumar, A. B.
Zhong, X.
author_sort Hari, V. N.
title A decoupled approach for near-field source localization using a single acoustic vector sensor
title_short A decoupled approach for near-field source localization using a single acoustic vector sensor
title_full A decoupled approach for near-field source localization using a single acoustic vector sensor
title_fullStr A decoupled approach for near-field source localization using a single acoustic vector sensor
title_full_unstemmed A decoupled approach for near-field source localization using a single acoustic vector sensor
title_sort decoupled approach for near-field source localization using a single acoustic vector sensor
publishDate 2013
url https://hdl.handle.net/10356/106676
http://hdl.handle.net/10220/16641
_version_ 1681056486479888384