Title :
A robust sound-source separation algorithm for an adverse environment that combines MVDR-PHAT with the CASA framework
Author :
Do, Hoang ; Silverman, Harvey F.
Author_Institution :
Sch. of Eng., Brown Univ., Providence, RI, USA
Abstract :
Extracting a high-quality speech signal of a single source from a multiple-source input in an adverse environment has always been a challenge for microphone-array processing. Three major approaches have been proposed to tackle this problem: blind-source separation (BSS), beamforming (BF), and computational auditory scene analysis (CASA). Combinations of the CASA and BF, BSS and BF also have been introduced. In this paper, we propose a new algorithm which utilizes the null-steering beamformer minimum-variance distortionless response (MVDR) using the proven-robust phase transform (MVDR-PHAT) and the CASA framework that closely mimics human hearing perception. Experimental results using real data recorded in a room with high background and reverberation noise indicated the improved performance of the proposed algorithm compared to those of traditional beamforming algorithms and an SRP-PHAT-based source-separation algorithm recently described at ICASSP 2010.
Keywords :
acoustic arrays; array signal processing; audio signal processing; blind source separation; microphone arrays; speech processing; transforms; CASA framework; MVDR-PHAT; acoustic arrays; background noise; beamforming; blind-source separation; computational auditory scene analysis; high-quality speech signal extraction; human hearing perception; microphone-array processing; null-steering beamformer minimum-variance distortionless response; proven-robust phase transform; reverberation noise; robust sound-source separation algorithm; Array signal processing; Microphones; Signal processing algorithms; Source separation; Spectrogram; Speech; Time frequency analysis; Acoustic arrays; acoustic beam steering; array signal processing; speech enhancement;
Conference_Titel :
Applications of Signal Processing to Audio and Acoustics (WASPAA), 2011 IEEE Workshop on
Conference_Location :
New Paltz, NY
Print_ISBN :
978-1-4577-0692-9
Electronic_ISBN :
1931-1168
DOI :
10.1109/ASPAA.2011.6082274