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