Title :
Chirp rate estimation of speech based on a time-varying quasi-harmonic model
Author :
Pantazis, Yannis ; Rosec, Olivier ; Stylianou, Yannis
Author_Institution :
FORTH, & Multimedia Inf. Lab., Inst. of Comput. Sci.
Abstract :
The speech signal is usually considered as stationary during short analysis time intervals. Though this assumption may be sufficient in some applications, it is not valid for high-resolution speech analysis and in applications such as speech transformation and objective voice function assessment for detection of voice disorders. In speech, there are non stationary components, for instance time-varying amplitudes and frequencies, which may change quickly over short time intervals. In this paper, a previously suggested time-varying quasi-harmonic model is extended in order or to estimate the chirp rate for each sinusoidal component, thus successfully tracking fast variations in frequency and amplitude. The parameters of the model are estimated through linear Least Squares and the model accuracy is evaluated on synthetic chirp signals. Experiments on speech signals indicate that the new model is able to efficiently estimate the signal component chirp rates, providing means to develop more accurate speech models for high-quality speech transformations.
Keywords :
least squares approximations; speech processing; chirp rate estimation; high-resolution speech analysis; linear least squares; objective voice function assessment; short analysis time intervals; speech signal; speech transformation; synthetic chirp signals; time-varying quasi-harmonic model; voice disorders. detection; Chirp; Frequency estimation; Harmonic analysis; Least squares approximation; Signal analysis; Speech analysis; Speech coding; Speech processing; Speech synthesis; Transient analysis; Speech modeling; chirp rate; f0 evolution; non stationary analysis; speech analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4960501