Sparse Sound Field Representation Using Complex Orthogonal Matching Pursuit

Shaoheng Xu,Jihui Aimee Zhang,Thushara D. Abhayapala, Amy Bastine, Wei-Ting Lai,Prasanga N. Samarasinghe

ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)(2024)

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摘要
Spatial audio reproduction and translation for virtual, augmented, and extended reality applications require an efficient representation of the recorded sound fields. In this paper, we investigate the possible sparse representations of the sound field recorded by multiple microphones in reverberant environments. We combine the Complex Orthogonal Matching Pursuit (COMP) algorithm with the concept of distributed virtual sound sources to propose a sparse sound field representation. The technique uses recordings from a grid of microphones and transforms them into a sparse representation featuring a selected set of active virtual sources. Using simulation, we evaluate the proposed COMP approach with LASSO and IRLS methods in a reverberant room of regular size with a ceiling-mounted microphone array.
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关键词
Sparse Representation,Sound Field Reproduction,Sparse Sound Field Decomposition,Complex Orthogonal Matching Pursuit
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