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A panoramic continuous compressive beamformer with cuboid microphone arrays
Compressive beamforming is a powerful approach for the direction-of-arrival (DOA) estimation and strength quantification of acoustic sources. The conventional grid-based discrete compressive beamformer suffers from the basis mismatch conundrum. Its result degrades under the situation that sources fa...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6700166/ https://www.ncbi.nlm.nih.gov/pubmed/31427626 http://dx.doi.org/10.1038/s41598-019-47845-7 |
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author | Yang, Yang Chu, Zhigang Yang, Yong-Xin Xu, Zhongming Zhang, Yongxiang |
author_facet | Yang, Yang Chu, Zhigang Yang, Yong-Xin Xu, Zhongming Zhang, Yongxiang |
author_sort | Yang, Yang |
collection | PubMed |
description | Compressive beamforming is a powerful approach for the direction-of-arrival (DOA) estimation and strength quantification of acoustic sources. The conventional grid-based discrete compressive beamformer suffers from the basis mismatch conundrum. Its result degrades under the situation that sources fall off the grid. The existing continuous compressive beamformer with linear or planar microphone arrays can circumvent the conundrum, but work well only for sources in a local region. Here we develop a panoramic continuous compressive beamformer with cuboid microphone arrays based on an atomic norm minimization (ANM) and a matrix pencil and paring method. To solve the positive semidefinite programming equivalent to the ANM efficiently, we formulate a solving algorithm based on the alternating direction method of multipliers. We also present an iterative reweighted ANM to enhance sparsity and resolution. The beamformer is capable of estimating the DOAs and quantifying the strengths of acoustic sources panoramically and accurately, whether a standard uniform or a sparse cuboid microphone array is utilized. |
format | Online Article Text |
id | pubmed-6700166 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-67001662019-08-21 A panoramic continuous compressive beamformer with cuboid microphone arrays Yang, Yang Chu, Zhigang Yang, Yong-Xin Xu, Zhongming Zhang, Yongxiang Sci Rep Article Compressive beamforming is a powerful approach for the direction-of-arrival (DOA) estimation and strength quantification of acoustic sources. The conventional grid-based discrete compressive beamformer suffers from the basis mismatch conundrum. Its result degrades under the situation that sources fall off the grid. The existing continuous compressive beamformer with linear or planar microphone arrays can circumvent the conundrum, but work well only for sources in a local region. Here we develop a panoramic continuous compressive beamformer with cuboid microphone arrays based on an atomic norm minimization (ANM) and a matrix pencil and paring method. To solve the positive semidefinite programming equivalent to the ANM efficiently, we formulate a solving algorithm based on the alternating direction method of multipliers. We also present an iterative reweighted ANM to enhance sparsity and resolution. The beamformer is capable of estimating the DOAs and quantifying the strengths of acoustic sources panoramically and accurately, whether a standard uniform or a sparse cuboid microphone array is utilized. Nature Publishing Group UK 2019-08-19 /pmc/articles/PMC6700166/ /pubmed/31427626 http://dx.doi.org/10.1038/s41598-019-47845-7 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Yang, Yang Chu, Zhigang Yang, Yong-Xin Xu, Zhongming Zhang, Yongxiang A panoramic continuous compressive beamformer with cuboid microphone arrays |
title | A panoramic continuous compressive beamformer with cuboid microphone arrays |
title_full | A panoramic continuous compressive beamformer with cuboid microphone arrays |
title_fullStr | A panoramic continuous compressive beamformer with cuboid microphone arrays |
title_full_unstemmed | A panoramic continuous compressive beamformer with cuboid microphone arrays |
title_short | A panoramic continuous compressive beamformer with cuboid microphone arrays |
title_sort | panoramic continuous compressive beamformer with cuboid microphone arrays |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6700166/ https://www.ncbi.nlm.nih.gov/pubmed/31427626 http://dx.doi.org/10.1038/s41598-019-47845-7 |
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