DocumentCode :
1652721
Title :
Parametric decomposition of the spectral envelope
Author :
Fraiha Machado, Anderson ; Bonafonte, Antonio ; Queiroz, Marcelo
Author_Institution :
Comput. Sci. Dept., Univ. of Sao Paulo, Sao Paulo, Brazil
fYear :
2013
Firstpage :
571
Lastpage :
574
Abstract :
In this paper we propose a novel representation of the spectral envelope of speech, using sums of general parametric basis functions (filter bank), including Gaussian, Hann and Nutall. The central frequency and bandwidth of each filter can be adjusted independently for each speech frame as in conventional filter bank analysis. The quality of the representation has been evaluated with respect to a reference spectral envelope obtained from the Harmonic-Stochastic Model [1] (HSM), and also with respect to parameter time stability and separability of different acoustic classes. Numerical results show that the use of the basis functions proposed is an improvement over pure Gaussian models of the spectral envelope.
Keywords :
Gaussian processes; channel bank filters; speech processing; Gaussian functions; Hann functions; Harmonic-Stochastic model; Nutall functions; conventional filter bank analysis; filter bank; general parametric basis functions; parametric decomposition; speech spectral envelope; Approximation methods; Bandwidth; Estimation; Iterative methods; Mel frequency cepstral coefficient; Speech; Stability analysis; parametric functions; spectral decomposition; spectral envelope representation; speech modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2013.6637712
Filename :
6637712
Link To Document :
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