Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation

碩士 === 國立清華大學 === 動力機械工程學系 === 103 === In this work, four delay-and-sum (DAS) beamformers formulated in the modal domain and the space domain for open and solid spherical apertures are examined via numerical simulations. The resulting beampatterns reveal that the mainlobe of the solid spherical DAS...

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Main Authors: Yao, Yueh Hua, 姚玥華
Other Authors: Bai, Ming Sian
Format: Others
Language:en_US
Published: 2015
Online Access:http://ndltd.ncl.edu.tw/handle/85650480852164892548
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spelling ndltd-TW-103NTHU53110672016-08-15T04:17:29Z http://ndltd.ncl.edu.tw/handle/85650480852164892548 Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation 球型麥克風陣列在空間域和模態域之計算及在聲場定位和分離的應用 Yao, Yueh Hua 姚玥華 碩士 國立清華大學 動力機械工程學系 103 In this work, four delay-and-sum (DAS) beamformers formulated in the modal domain and the space domain for open and solid spherical apertures are examined via numerical simulations. The resulting beampatterns reveal that the mainlobe of the solid spherical DAS array is only slightly narrower than that of the open array, whereas the sidelobes of the modal domain array are significantly higher than the space domain array due to the discrete approximation of continuous spherical Fourier transformation. To verify the theory experimentally, a three-dimensionally printed spherical array on which 32 micro-electro-mechanical systems (MEMS) microphones are mounted is chosen for localization and separation of sound sources. To overcome the basis mismatch problem in signal separation, source localization is first carried out using Minimum Variance Distortionless Response (MVDR) beamformer or multiple signal classification (MUSIC) algorithm. Next, Tikhonov regularization (TIKR) and compressive sensing (CS) methods are used to extract the source signal amplitudes. Simulations and experiments are conducted to validate the proposed spherical array system. In particular, the experimental investigations include an objective Perceptual Evaluation of Speech Quality (PESQ) test and a subjective listening test. The experimental results demonstrate better sense of separation achieved by the CS approach than by the TIKR approach at the cost of slight distortion. Bai, Ming Sian 白明憲 2015 學位論文 ; thesis 53 en_US
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sources NDLTD
description 碩士 === 國立清華大學 === 動力機械工程學系 === 103 === In this work, four delay-and-sum (DAS) beamformers formulated in the modal domain and the space domain for open and solid spherical apertures are examined via numerical simulations. The resulting beampatterns reveal that the mainlobe of the solid spherical DAS array is only slightly narrower than that of the open array, whereas the sidelobes of the modal domain array are significantly higher than the space domain array due to the discrete approximation of continuous spherical Fourier transformation. To verify the theory experimentally, a three-dimensionally printed spherical array on which 32 micro-electro-mechanical systems (MEMS) microphones are mounted is chosen for localization and separation of sound sources. To overcome the basis mismatch problem in signal separation, source localization is first carried out using Minimum Variance Distortionless Response (MVDR) beamformer or multiple signal classification (MUSIC) algorithm. Next, Tikhonov regularization (TIKR) and compressive sensing (CS) methods are used to extract the source signal amplitudes. Simulations and experiments are conducted to validate the proposed spherical array system. In particular, the experimental investigations include an objective Perceptual Evaluation of Speech Quality (PESQ) test and a subjective listening test. The experimental results demonstrate better sense of separation achieved by the CS approach than by the TIKR approach at the cost of slight distortion.
author2 Bai, Ming Sian
author_facet Bai, Ming Sian
Yao, Yueh Hua
姚玥華
author Yao, Yueh Hua
姚玥華
spellingShingle Yao, Yueh Hua
姚玥華
Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
author_sort Yao, Yueh Hua
title Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
title_short Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
title_full Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
title_fullStr Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
title_full_unstemmed Modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
title_sort modal domain and space domain formulations of spherical microphone arrays with application to source localization and separation
publishDate 2015
url http://ndltd.ncl.edu.tw/handle/85650480852164892548
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