• DocumentCode
    2179686
  • Title

    Robust speech representation of voiced sounds based on synchrony determination with PLLs

  • Author

    Pelle, Patricia ; Estienne, Claudio ; Franco, Horacio

  • Author_Institution
    Inst. of Biomed. Eng., Univ. of Buenos Aires, Buenos Aires, Argentina
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    5424
  • Lastpage
    5427
  • Abstract
    We propose to include synchrony effects, known to exist in the auditory system, to represent voiced parts of the speech signal in a robust way. The system decomposes the input signal by means of a bandpass filter bank, and utilizes a bank of phase locked loops (PLLs) to obtain information on the frequencies present at a specific time. This information about the frequency distribution is transformed into a spectral-like representation based on synchrony effects. Noisy speech recognition experiments are performed using this synchrony-based spectrum, which is transformed into a small set of coefficients by using a transformation similar to that utilized for mel cepstrum features. We show that recognition performance compared to mel cepstrum features is advantageous, when measured over a range of SNR conditions, especially in the high noise level case.
  • Keywords
    phase locked loops; speech processing; PLL; SNR; mel cepstrum features; phase locked loops; robust speech representation; spectral-like representation; synchrony determination; voiced sounds; Histograms; Noise measurement; Phase locked loops; Robustness; Speech; Time frequency analysis; Voltage-controlled oscillators; PLL; auditory system; noise; robustness; speech features;
  • 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.2011.5947585
  • Filename
    5947585