DocumentCode :
151533
Title :
Time-frequency constraints for phase estimation in single-channel speech enhancement
Author :
Mowlaee, Pejman ; Saeidi, Rahim
Author_Institution :
Signal Process. & Speech Commun. Lab., Graz Univ. of Technol., Graz, Austria
fYear :
2014
fDate :
8-11 Sept. 2014
Firstpage :
337
Lastpage :
341
Abstract :
Previous single-channel speech enhancement algorithms often employ noisy phase while reconstructing the enhanced signal. In this paper, we propose novel phase estimation methods by employing several temporal and spectral constraints imposed on the phase spectrum of speech signal. We pose the phase estimation problem as estimating the unknown clean speech phase at sinusoids observed in additive noise. To resolve the ambiguity in phase estimation problem, we introduce individual time-frequency constraints: group delay deviation, instantaneous frequency deviation, and relative phase shift. Through extensive simulations, the effectiveness of the proposed phase estimation methods in single-channel speech enhancement is demonstrated. Employing the estimated phase for signal reconstruction in medium-to-high SNRs leads to consistent improvement in perceived quality compared to when noisy phase is used.
Keywords :
channel estimation; phase estimation; signal denoising; signal reconstruction; spectral analysis; speech enhancement; time-frequency analysis; additive noise; automatic speech recognition; enhanced signal reconstruction; group delay deviation; instantaneous frequency deviation; medium-to-high SNR; noisy phase estimation method; relative phase shift; single-channel speech enhancement algorithm; spectral constraint; speech signal phase spectrum; temporal constraint; time-frequency constraint; unknown clean speech phase estimation ambiguity; Frequency estimation; Noise; Noise measurement; Phase estimation; Speech; Speech enhancement; Time-frequency analysis; Phase estimation; perceived speech quality; single-channel speech enhancement; time-frequency constraints;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustic Signal Enhancement (IWAENC), 2014 14th International Workshop on
Conference_Location :
Juan-les-Pins
Type :
conf
DOI :
10.1109/IWAENC.2014.6954314
Filename :
6954314
Link To Document :
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