Title :
Multichannel noise reduction wiener filter in the Karhunen-Loève expansion domain
Author :
Lacouture-Parodi, Yesenia ; Habets, Emanuël A P ; Benesty, Jacob
Author_Institution :
Int. Audio Labs. Erlangen, Erlangen, Germany
Abstract :
This paper explores the noise reduction problem in the Karhunen-Loève expansion (KLE) domain from a multichannel perspective. Based on formulations proposed for the design of optimal single-channel noise reduction in the KLE domain, we formulate the multichannel noise reduction in the KLE domain. Two different performance measures are presented: the noise reduction and speech distortion. The optimal multichannel Wiener filter is derived and its performance in terms of noise reduction and speech distortion is compared with the performance of the optimal single-channel Wiener filter. Experimental results show that a significant improvement in performance is obtained when using multiple microphone signals. The multichannel Wiener filter results also in better noise reduction in the presence of coherent noise sources.
Keywords :
Karhunen-Loeve transforms; Wiener filters; microphones; speech processing; KLE domain; Karhunen-Loeve expansion domain; coherent noise sources; multichannel noise reduction Wiener filter; multichannel perspective; multiple microphone signals; optimal multichannel Wiener filter; optimal single-channel Wiener filter; optimal single-channel noise reduction; speech distortion; Arrays; Correlation; Microphones; Noise reduction; Signal to noise ratio; Speech; Karhunen-Loève expansion (KLE); Noise reduction; Wiener filter; multichannel; speech enhancement;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288951