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