DocumentCode
1721733
Title
Blind Source Extraction for Hands-Free Speech Recognition Based on Wiener Filtering and ICA-Based Noise Estimation
Author
Takahashi, Yu. ; Osako, Keiichi ; Saruwatari, Hiroshi ; Shikano, Kiyohiro
Author_Institution
Nara Inst. of Sci. & Technol., Nara
fYear
2008
Firstpage
164
Lastpage
167
Abstract
In this paper, we proposed a new blind speech extraction method consisting of Wiener filtering and noise estimation based on independent component analysis (ICA). First, we provide both theoretically and experimental investigations on proficiency of ICA in noise estimation under a non-point-source noise condition. Next, computer simulation and experiment in an actual railway-station environment are conducted, and their results also indicate that ICA is proficient in noise estimation under a non-point-source noise condition. Finally, we newly propose a blind speech extraction method based on Wiener filtering and ICA-based noise estimation, and the effectiveness of the proposed method via speech recognition test in an actual railway-station environment.
Keywords
Wiener filters; array signal processing; blind source separation; independent component analysis; noise; speech enhancement; speech recognition; ICA-based noise estimation; Wiener filtering; array signal processing; blind source extraction; computer simulation; hands-free speech recognition; independent component analysis; nonpoint source noise condition; railway station environment; speech enhancement; Acoustic distortion; Acoustic noise; Additive noise; Independent component analysis; Source separation; Speech analysis; Speech enhancement; Speech recognition; Wiener filter; Working environment noise; Speech enhancement; acoustic arrays; acoustic signal processing; unsupervised learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Hands-Free Speech Communication and Microphone Arrays, 2008. HSCMA 2008
Conference_Location
Trento
Print_ISBN
978-1-4244-2337-8
Electronic_ISBN
978-1-4244-2338-5
Type
conf
DOI
10.1109/HSCMA.2008.4538712
Filename
4538712
Link To Document