Presentation 2000/9/22
Blind Source Separation for Acoustic Signals Using Subspace Method and Frequency Domain Infomax
Michiaki Ogawa, Futoshi Asano, Shiro Ikeda, Hideki Asoh, Nobuhiko Kitawaki,
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Abstract(in English) In this paper, two array signal processing techniques are introduced to the blind separation of acoustic signals to enhance the signal separation performance of the independent component analysis(ICA). The first technique is the subspace method which reduces the effect of room reflection when the system is used in a room. Room reflection is one of the biggest problem in blind signal separation(BSS)in acoustic environment. The second one is the method of solving permutation called IFC(Inter-Frequency Coherency). In this method, a physical property of the mixing matrix, i.e., the coherency in the adjacent frequencies is utilized to solve the permutation. The experiments in a meeting room show that the subspace method improved the score of the automatic speech recogntion by 18% and the method of solving permutation reduced the error in the automatic speech recognition to 4%.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Blind Source Separation / Subspace Method / Reflection / Coherency / Permutation
Paper # EA2000-50
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Committee EA
Conference Date 2000/9/22(1days)
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Paper Information
Registration To Engineering Acoustics (EA)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Blind Source Separation for Acoustic Signals Using Subspace Method and Frequency Domain Infomax
Sub Title (in English)
Keyword(1) Blind Source Separation
Keyword(2) Subspace Method
Keyword(3) Reflection
Keyword(4) Coherency
Keyword(5) Permutation
1st Author's Name Michiaki Ogawa
1st Author's Affiliation University of Tsukuba()
2nd Author's Name Futoshi Asano
2nd Author's Affiliation Electrotechnical Laboratory
3rd Author's Name Shiro Ikeda
3rd Author's Affiliation PRESTO, JST
4th Author's Name Hideki Asoh
4th Author's Affiliation Electrotechnical Laboratory
5th Author's Name Nobuhiko Kitawaki
5th Author's Affiliation University of Tsukuba
Date 2000/9/22
Paper # EA2000-50
Volume (vol) vol.100
Number (no) 329
Page pp.pp.-
#Pages 8
Date of Issue