Title :
Utterance-based speech dereverberation using blind channel estimation and multichannel equalization
Author :
Haque, Mohammad Ariful
Author_Institution :
Dept. of Electr. & Electron. Eng., Bangladesh Univ. of Eng. & Technol., Dhaka, Bangladesh
Abstract :
Speech dereverberation considering noisy environment as well as speaker´s movement is a challenging task. In this paper, we present an utterance-based noise-robust speech dereverberation technique that is suitable for non-stationary speaker. The acoustic impulse responses (AIRs) between the speaker and microphone array are estimated using the spectrally constrained frequency-domain least-mean-squares (LMS) algorithm. The AIRs are then equalized using the iterative multiple-input/output inverse theorem (MINT). It is assumed that the speaker stays still within an utterance, however, the speaker changes his/her position between the utterances. The simulation experiments conducted in various reverberant environment and speaker´s position demonstrate that the proposed method can satisfactorily improve the perceptual quality of the noisy reverberated speech.
Keywords :
channel estimation; equalisers; frequency-domain analysis; iterative methods; least mean squares methods; speech processing; transient response; AIR; acoustic impulse responses; blind channel estimation; iterative MINT; iterative multiple-input-output inverse theorem; microphone array; multichannel equalization; noisy environment; noisy reverberated speech; nonstationary speaker; perceptual quality; speaker movement; speaker position; spectrally-constrained frequency-domain LMS algorithm; spectrally-constrained frequency-domain least-mean-square algorithm; utterance-based noise-robust speech dereverberation technique; Channel estimation; Microphones; Noise measurement; Reverberation; Robustness; Speech; additive noise; blind multichannel estimation; iterative multichannel equalization; non-stationary speaker; speech dereverberation;
Conference_Titel :
Electrical and Computer Engineering (ICECE), 2014 International Conference on
Conference_Location :
Dhaka
Print_ISBN :
978-1-4799-4167-4
DOI :
10.1109/ICECE.2014.7026979