Presentation 2003/4/18
Blind Separation and Deconvolution for Convolutive Mixture of Speech Using SIMO-Model-Based ICA and Multichannel Inverse Filtering
Hiroaki YAMAJO, Hiroshi SARUWATARI, Tomoya TAKATANI, Tsuyoki NISHIKAWA, Kiyohiro SHIKANO,
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Abstract(in English) We propose a new two-stage blind separation and deconvolution (BSD) algorithm for a convolutive mixture of speech, in which a new Single-Input Multiple-Output (SIMO)-model-based ICA (SIMO-ICA) and blind multichannel inverse filtering are combined. SIMO-ICA can separate the mixed signals, not into monaural source signals but into SIMO-model-based signals from independent sources as they are at the microphones. After SIMO-ICA, a simple blind deconvolution technique for the SIMO model can be applied even when each source signal is temporally correlated. The simulation results reveal that the proposed method can successfully achieve the separation and deconvolution for a convolutive mixture of speech.
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Keyword(in English) ICA / Blind Source Separation / Blind Deconvolution / MIMO-model
Paper # EA2003-11,SP2003-11
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Committee EA
Conference Date 2003/4/18(1days)
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Registration To Engineering Acoustics (EA)
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Blind Separation and Deconvolution for Convolutive Mixture of Speech Using SIMO-Model-Based ICA and Multichannel Inverse Filtering
Sub Title (in English)
Keyword(1) ICA
Keyword(2) Blind Source Separation
Keyword(3) Blind Deconvolution
Keyword(4) MIMO-model
1st Author's Name Hiroaki YAMAJO
1st Author's Affiliation Graduate School of Information Science Nara Institute of Science and Technology()
2nd Author's Name Hiroshi SARUWATARI
2nd Author's Affiliation Graduate School of Information Science Nara Institute of Science and Technology
3rd Author's Name Tomoya TAKATANI
3rd Author's Affiliation Graduate School of Information Science Nara Institute of Science and Technology
4th Author's Name Tsuyoki NISHIKAWA
4th Author's Affiliation Graduate School of Information Science Nara Institute of Science and Technology
5th Author's Name Kiyohiro SHIKANO
5th Author's Affiliation Graduate School of Information Science Nara Institute of Science and Technology
Date 2003/4/18
Paper # EA2003-11,SP2003-11
Volume (vol) vol.103
Number (no) 25
Page pp.pp.-
#Pages 6
Date of Issue