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A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array
In modern applications such as robotics, autonomous vehicles, and speaker localization, the computational power for sound source localization applications can be limited when other functionalities get more complex. In such application fields, there is a need to maintain high localization accuracy fo...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10255366/ https://www.ncbi.nlm.nih.gov/pubmed/37299788 http://dx.doi.org/10.3390/s23115061 |
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author | Jiang, Meng Nnonyelu, Chibuzo Joseph Lundgren, Jan Thungström, Göran Sjöström, Mårten |
author_facet | Jiang, Meng Nnonyelu, Chibuzo Joseph Lundgren, Jan Thungström, Göran Sjöström, Mårten |
author_sort | Jiang, Meng |
collection | PubMed |
description | In modern applications such as robotics, autonomous vehicles, and speaker localization, the computational power for sound source localization applications can be limited when other functionalities get more complex. In such application fields, there is a need to maintain high localization accuracy for several sound sources while reducing computational complexity. The array manifold interpolation (AMI) method applied with the Multiple Signal Classification (MUSIC) algorithm enables sound source localization of multiple sources with high accuracy. However, the computational complexity has so far been relatively high. This paper presents a modified AMI for uniform circular array (UCA) that offers reduced computational complexity compared to the original AMI. The complexity reduction is based on the proposed UCA-specific focusing matrix which eliminates the calculation of the Bessel function. The simulation comparison is done with the existing methods of iMUSIC, the Weighted Squared Test of Orthogonality of Projected Subspaces (WS-TOPS), and the original AMI. The experiment result under different scenarios shows that the proposed algorithm outperforms the original AMI method in terms of estimation accuracy and up to a 30% reduction in computation time. An advantage offered by this proposed method is the ability to implement wideband array processing on low-end microprocessors. |
format | Online Article Text |
id | pubmed-10255366 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102553662023-06-10 A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array Jiang, Meng Nnonyelu, Chibuzo Joseph Lundgren, Jan Thungström, Göran Sjöström, Mårten Sensors (Basel) Article In modern applications such as robotics, autonomous vehicles, and speaker localization, the computational power for sound source localization applications can be limited when other functionalities get more complex. In such application fields, there is a need to maintain high localization accuracy for several sound sources while reducing computational complexity. The array manifold interpolation (AMI) method applied with the Multiple Signal Classification (MUSIC) algorithm enables sound source localization of multiple sources with high accuracy. However, the computational complexity has so far been relatively high. This paper presents a modified AMI for uniform circular array (UCA) that offers reduced computational complexity compared to the original AMI. The complexity reduction is based on the proposed UCA-specific focusing matrix which eliminates the calculation of the Bessel function. The simulation comparison is done with the existing methods of iMUSIC, the Weighted Squared Test of Orthogonality of Projected Subspaces (WS-TOPS), and the original AMI. The experiment result under different scenarios shows that the proposed algorithm outperforms the original AMI method in terms of estimation accuracy and up to a 30% reduction in computation time. An advantage offered by this proposed method is the ability to implement wideband array processing on low-end microprocessors. MDPI 2023-05-25 /pmc/articles/PMC10255366/ /pubmed/37299788 http://dx.doi.org/10.3390/s23115061 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Jiang, Meng Nnonyelu, Chibuzo Joseph Lundgren, Jan Thungström, Göran Sjöström, Mårten A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array |
title | A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array |
title_full | A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array |
title_fullStr | A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array |
title_full_unstemmed | A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array |
title_short | A Coherent Wideband Acoustic Source Localization Using a Uniform Circular Array |
title_sort | coherent wideband acoustic source localization using a uniform circular array |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10255366/ https://www.ncbi.nlm.nih.gov/pubmed/37299788 http://dx.doi.org/10.3390/s23115061 |
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