DocumentCode
3143908
Title
Effect of frequency oversampling and cascade initialization on permutation control in frequency domain BSS
Author
Osterwise, Christopher ; Grant, Steven L.
Author_Institution
Missouri Univ. of Sci. & Technol., Rolla, MO, USA
fYear
2012
fDate
25-30 March 2012
Firstpage
285
Lastpage
288
Abstract
This paper presents a new algorithm for addressing the permutation ambiguity in convolutive blind source separation. The proposed algorithm seeks to prevent permutations by frequency oversampling, and then exploiting the induced correlation between bins. Any remaining permutation is then corrected by beam pattern estimation. Cascade initialization is shown to improve system performance while decreasing processing time, while frequency oversampling is shown to increase performance with slight increases in computational time. The algorithm is proven robust against isotropic noise, producing a SIR improvement of 12.9 dB when the reverberation time is 260 ms, and the signals at the input are only 5 dB above the noise floor.
Keywords
blind source separation; frequency-domain analysis; signal sampling; BSS; SIR improvement; beam pattern estimation; cascade initialization; convolutive blind source separation; frequency domain; frequency oversampling effect; isotropic noise; permutation control; time 260 ms; Blind source separation; Correlation; Microphones; Noise; Speech; Time frequency analysis; Blind source separation (BSS); convolutive mixture; frequency-domain ICA; permutation problem;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location
Kyoto
ISSN
1520-6149
Print_ISBN
978-1-4673-0045-2
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2012.6287873
Filename
6287873
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