DocumentCode :
3013482
Title :
Toward overcoming fundamental limitation in frequency-domain blind source separation for reverberant speech mixtures
Author :
Kim, Lae-Hoon ; Hasegawa-Johnson, Mark
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
fYear :
2010
fDate :
7-10 Nov. 2010
Firstpage :
542
Lastpage :
545
Abstract :
Blind source separation can be implemented in the frequency domain using one-tap multiplication operation in each frequency bin, but only when the frame length is long enough to disregard temporal aliasing effects. If we take a short-time frequency transformation with a window shorter than a room reverberation time, the justification above does not hold anymore. In this paper, we present an appropriate representation in the short-time frequency domain. The suitability is justified by showing the equivalence with the original time domain approach under the overlap-add context. Experimental validation using a corpus synthesized by convolution with measured sets of room impulse responses is also provided.
Keywords :
blind source separation; convolution; frequency-domain analysis; blind source separation; convolution; frequency bin; impulse response; one-tap multiplication operation; overlap-add context; reverberant speech mixtures; short-time frequency domain; short-time frequency transformation; window shorter; Blind source separation; Convolution; Deconvolution; Frequency domain analysis; Speech; Time domain analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2010 Conference Record of the Forty Fourth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
978-1-4244-9722-5
Type :
conf
DOI :
10.1109/ACSSC.2010.5757618
Filename :
5757618
Link To Document :
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