DocumentCode
2169061
Title
Robust underdetermined blind audio source separation of sparse signals in the time-frequency domain
Author
Sbaï, Si Mohamed Aziz ; Aïssa-El-Bey, Abdeldjalil ; Pastor, Dominique
fYear
2011
fDate
22-27 May 2011
Firstpage
3716
Lastpage
3719
Abstract
We address the problem of blind source separation in the underdetermined and instantaneous mixture case. The proposed method is based on an algorithm developed by Aissa-El-Bey and al.. This algorithm requires a good choice of the noise threshold and does not take into account the noise contribution in the inversion process. In order to overcome these drawbacks, this paper presents a robust underdetermined blind source separation approach. Robustness is achieved by estimating the noise standard deviation and using this estimate in the inversion process and the expression of the noise threshold. The good performance of the proposed method is shown by comparison with state-of-the-art methods.
Keywords
Estimation; Robustness; Sensors; Signal to noise ratio; Source separation; Time frequency analysis; Robustness; blind source separation; noise variance; sparsity; subspace projection;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague, Czech Republic
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5947158
Filename
5947158
Link To Document