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The performance of a blind source separation system based on a custom microphone array is explored. The system prioritizes artifact-free processing over source separation effectiveness and extracts source signals using a quadratically constrained least-squares fit based on estimated source arrival directions. The level of additive noise present in extracted source signals is computed empirically for various numbers of microphones used and different degrees of uncertainty in knowledge of microphone locations. The results are presented in comparison to analytical predictions. The source signal estimate variance is roughly inversely proportional to the number of sensors and roughly proportional to both the additive noise variance and microphone position error variance. Beyond a threshold the advantages of increased channel count and precise knowledge of the sensor locations are outweighed by other limitations.
Author (s): Erlach, Bjoern;
Bullen, Rob;
Abel, Jonathan S.;
Affiliation:
Stanford University, Stanford, CA, USA; SoundScience P/L/, Australia
(See document for exact affiliation information.)
AES Convention: 133
Paper Number:8802
Publication Date:
2012-10-06
Session subject:
Spatial Audio Processing
DOI:
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Erlach, Bjoern; Bullen, Rob; Abel, Jonathan S.; 2012; Aspects of Microphone Array Source Separation Performance [PDF]; Stanford University, Stanford, CA, USA; SoundScience P/L/, Australia; Paper 8802; Available from: https://aes.org/publications/elibrary-page/?id=16544
Erlach, Bjoern; Bullen, Rob; Abel, Jonathan S.; Aspects of Microphone Array Source Separation Performance [PDF]; Stanford University, Stanford, CA, USA; SoundScience P/L/, Australia; Paper 8802; 2012 Available: https://aes.org/publications/elibrary-page/?id=16544
@inproceedings{Erlach2012aspects,
title={{Aspects of Microphone Array Source Separation Performance}},
author={Erlach, Bjoern and Bullen, Rob and Abel, Jonathan S.},
year={2012},
month={oct},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 8802; AES Convention 133; October 2012},
number={8802},
organization={AES},
}
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