DocumentCode :
3078060
Title :
Gradient flow convolutive blind source separation
Author :
Pedersen, M.S. ; Nielsen, Chlinton Møller
Author_Institution :
Informatics & Math. Modelling, Tech. Univ. Denmark, Lyngby
fYear :
2004
fDate :
Sept. 29 2004-Oct. 1 2004
Firstpage :
335
Lastpage :
344
Abstract :
Experiments have shown that the performance of instantaneous gradient flow beamforming by Cauwenberghs et al. is reduced significantly in reverberant conditions. By expanding the gradient flow principle to convolutive mixtures, separation in a reverberant environment is possible. By use of a circular four-microphone array with a radius of 5 mm, and applying convolutive gradient flow instead of just applying instantaneous gradient flow, experimental results show an improvement of up to around 14 dB can be achieved for simulated impulse responses and up to around 10 dB for a hearing aid application with real impulse responses
Keywords :
blind source separation; convolution; gradient methods; transient response; circular four-microphone array; convolutive blind source separation; convolutive mixtures; gradient flow; hearing aid application; real impulse responses; reverberant conditions; simulated impulse responses; Array signal processing; Auditory system; Blind source separation; Delay; Electronic mail; Informatics; Mathematical model; Microphone arrays; Source separation; Technological innovation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning for Signal Processing, 2004. Proceedings of the 2004 14th IEEE Signal Processing Society Workshop
Conference_Location :
Sao Luis
ISSN :
1551-2541
Print_ISBN :
0-7803-8608-4
Type :
conf
DOI :
10.1109/MLSP.2004.1422991
Filename :
1422991
Link To Document :
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