Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Jiang, Meng, Nnonyelu, Chibuzo Joseph, Lundgren, Jan, Thungström, Göran, Sjöström, Mårten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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
_version_ 1785056854237249536
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
work_keys_str_mv AT jiangmeng acoherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT nnonyeluchibuzojoseph acoherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT lundgrenjan acoherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT thungstromgoran acoherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT sjostrommarten acoherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT jiangmeng coherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT nnonyeluchibuzojoseph coherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT lundgrenjan coherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT thungstromgoran coherentwidebandacousticsourcelocalizationusingauniformcirculararray
AT sjostrommarten coherentwidebandacousticsourcelocalizationusingauniformcirculararray