Title :
Coherent channel based subband multichannel dereverberation
Author :
JeeSok Lee ; Sejin Oh ; Hong-Goo Kang
Author_Institution :
Dept. of Electr. & Electron. Eng., Yonsei Univ., Seoul, South Korea
Abstract :
This paper presents a multichannel dereverberation algorithm that only uses coherent acoustic channels. In the framework of multi-input/output inverse theorem (MINT), the equalization performance varies depending on the length of the input acoustic channels. However, only the portion of observed channel that resemble the true acoustic channel contributes to performance enhancement when measurement error is accounted. Hence, the proposed algorithm derives the frequency dependent viable channel length (VCL) from the coherence analysis of Monte Carlo observations of a single acoustic channel. The VCL of the room impulse response (RIR) is determined by the portion where the stochastic characteristic of multiple observations is highly coherent. Experiments are conducted to compare the equalization performance of the subband MINT algorithm depending on the length of the input RIR. The equalization performance using frequency dependent VCL is as good as the one obtained using the maximum length of the measured channel, while its complexity is significantly reduced.
Keywords :
Monte Carlo methods; equalisers; speech processing; MINT; Monte Carlo observations; coherence analysis; coherent acoustic channels; coherent channel based subband multichannel dereverberation; equalization performance; frequency dependent viable channel length; measurement error; multi-input/output inverse theorem; room impulse response; stochastic characteristic; Coherence; Length measurement; Noise; Noise measurement; Reverberation; Speech; Dereverberation; coherent acoustic channel; multichannel equalization; subband MINT; viable channel length;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178462