DocumentCode :
118066
Title :
On a robust F0 estimation of speech based on IRAPT using robust TV-CAR analysis
Author :
Hotta, Kazushi ; Funaki, Keiichi
fYear :
2014
fDate :
9-12 Dec. 2014
Firstpage :
1
Lastpage :
4
Abstract :
Fundamental frequency (F0) estimation is important in speech processing such as speech coding, synthesis, recognition and so on. A present F0 estimation method performs well under clean condition, however the performance deteriorates significantly in noisy environment. As a result, robust F0 estimation against additive noise is demanded. We have previously proposed F0 estimation methods based on Time-Varying Complex AR (TV-CAR) analysis whose criterion is the weighted correlation of the complex residual obtained by the TV-CAR analysis, sum of the harmonics for the complex residual spectrum, or so on. On the other hand, E. Azarov et al. have proposed an improved method of RAPT (Robust Algorithm for Pitch Tracking) using an instantaneous harmonics that is called IRAPT (Instantaneous RAPT). The IRAPT can perform better estimation than RAPT. Since IRAPT uses band-limited analytic signal to obtain harmonic frequencies, the complex residual signal obtained by the TV-CAR analysis can also be applied to the IRAPT. In this paper, novel F0 estimation method using the instantaneous frequency based on the robust ELS (Extended Least Square) TV-CAR residual is proposed and evaluated.
Keywords :
correlation methods; frequency estimation; least squares approximations; signal denoising; speech processing; ELS TV-CAR analysis; IRAPT; additive noise; band-limited analytic signal; complex residual correlation; complex residual spectrum; extended least square; fundamental frequency estimation; instantaneous RAPT; instantaneous harmonics; robust algorithm for pitch tracking; speech processing; speech robust F0 estimation; time-varying complex AR; Correlation; Estimation; Frequency estimation; Mathematical model; Robustness; Speech; Speech analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
Conference_Location :
Siem Reap
Type :
conf
DOI :
10.1109/APSIPA.2014.7041604
Filename :
7041604
Link To Document :
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