DocumentCode :
2179580
Title :
ON the recovery of time-varying spectral envelope information from AQHM-derived spectra
Author :
Agiomyrgiannakis, Yannis ; Stylianou, Yannis
Author_Institution :
Multimedia Inf. Lab., FORTH, Heraklion, Greece
fYear :
2011
fDate :
22-27 May 2011
Firstpage :
5400
Lastpage :
5403
Abstract :
Spectral envelopes of speech signals are typically obtained by making stationarity assumptions about the signal which are not always valid. The Adaptive Quasi-Harmonic Model (AQHM), a non-stationary signal model, is capable of capturing the time-varying quasi harmonics in voiced speech. This paper suggests the use of AQHM in a multi-layer scheme which results in a high-resolution time-frequency representation of speech. This representation is then used for the recovery of the evolving spectral envelope and thus, a time-frequency spectral envelope estimation algorithm is introduced related to the Papoulis-Gerchberg algorithm for data extrapolation. Results on voiced speech sounds show that the estimated spectral envelopes are smoother than those estimated by state-of-the-art spectral envelope estimators, while maintaining the important spectral details of the speech spectrum.
Keywords :
estimation theory; extrapolation; speech processing; time-frequency analysis; time-varying systems; AQHM-derived spectra; Papoulis-Gerchberg algorithm; adaptive quasiharmonic model-derived spectra; data extrapolation; multilayer scheme; nonstationary signal model; speech high-resolution time-frequency representation; speech spectrum; time-frequency spectral envelope estimation algorithm; time-varying quasiharmonic; time-varying spectral envelope information recovery; voiced speech sound; Adaptation models; Estimation; Frequency estimation; Frequency modulation; Speech; Time frequency analysis; Trajectory; Papoulis-Gerchberg; Spectral analysis; non-stationary analysis; spectral envelope; speech synthesis; true envelope; voice modification; voice transformation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
ISSN :
1520-6149
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2011.5947579
Filename :
5947579
Link To Document :
بازگشت