Title :
A subband hybrid beamforming for in-car speech enhancement
Author :
Fox, Charles ; Vitte, Guillaume ; Charbit, Maurice ; Prado, Jacques ; Badeau, Roland ; David, Bertrand
Author_Institution :
Inst. Telecom, Telecom Paristech, Paris, France
Abstract :
In this paper, a multichannel speech enhancement system is presented, dedicated to in-car communication. An experimental study of the acoustic field inside the car interior leads us to propose a hybrid beamforming algorithm, taking two frequency ranges into account, according to the multichannel noise signal coherence. While in the high frequency range, the noise signals for different microphones show little coherence, the same signals are strongly coherent in the low frequency range. This observation leads us to design a hybrid system where an adaptive Minimum Variance Distortionless Response (MVDR) beamforming is used in the high frequency range, while a Speech Distortion Weighted Multichannel Wiener Filter (SDW-MWF) is applied in the low frequency range. The performance of the algorithm is evaluated by objective performance measurements on real in-car audio data, and shows promising results.
Keywords :
Wiener filters; array signal processing; automobiles; speech enhancement; MVDR beamforming; SDW-MWF; acoustic field; in-car audio data; in-car communication; in-car speech enhancement; minimum variance distortionless response beamforming; multichannel noise signal coherence; multichannel speech enhancement system; noise signals; speech distortion weighted multichannel Wiener filter; subband hybrid beamforming; Coherence; Microphones; Sensors; Signal to noise ratio; Speech; Speech enhancement; In-car Noise Reduction; Multi-Sensor; Speech Enhancement;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Conference_Location :
Bucharest
Print_ISBN :
978-1-4673-1068-0