Performance Improvement of Sound Source Number Estimation in Multiple Group PSO by Bias Correction

The multiple sound source localization problem using two microphones is an underdetermined problem where the number of sound sources is unknown. A method based on multiple group PSO has been proposed to solve this problem. In this method, both the number of sound sources and multiple directions are estimated simultaneously under the unified framework of multiple group PSO. However, the estimation accuracy of the number of sound sources often degraded in wide-angle directions. In this paper, a reason why the degradation occurs is verified and a method to improve accuracy is proposed. The effectiveness of the method is shown from several experimental results in the actual room.

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Publication Details

Journal
IEEJ Transactions on Electronics Information and Systems
Published
2025-06-30
DOI
https://doi.org/10.1541/ieejeiss.145.620
Primary Topic
Speech and Audio Processing
Type
article
Field-Weighted Citation Impact
0.00
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article

Performance Improvement of Sound Source Number Estimation in Multiple Group PSO by Bias Correction

Kazuki Fujita, Kenji Suyama
IEEJ Transactions on Electronics Information and Systems
Speech and Audio Processing
article

Performance Improvement of Sound Source Number Estimation in Multiple Group PSO by Bias Correction

Kazuki Fujita, Kenji Suyama
article en

Abstract

The multiple sound source localization problem using two microphones is an underdetermined problem where the number of sound sources is unknown. A method based on multiple group PSO has been proposed to solve this problem. In this method, both the number of sound sources and multiple directions are estimated simultaneously under the unified framework of multiple group PSO. However, the estimation accuracy of the number of sound sources often degraded in wide-angle directions. In this paper, a reason why the degradation occurs is verified and a method to improve accuracy is proposed. The effectiveness of the method is shown from several experimental results in the actual room.

IEEJ Transactions on Electronics Information and SystemsVol. 145(7)
Tokyo Denki University (JP)
Openalex Percentile: Top 82%
Speech and Audio Processing
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