• 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