• DocumentCode
    16309
  • Title

    Spectral Zero-Crossings: Localization Properties and Applications

  • Author

    Shenoy, Ravi R. ; Seelamantula, Chandra Sekhar

  • Author_Institution
    Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
  • Volume
    63
  • Issue
    12
  • fYear
    2015
  • fDate
    15-Jun-15
  • Firstpage
    3177
  • Lastpage
    3190
  • Abstract
    We present an analysis of the rate of sign changes in the discrete Fourier spectrum of a sequence. The sign changes of either the real or imaginary parts of the spectrum are considered, and the rate of sign changes is termed as the spectral zero-crossing rate (SZCR). We show that SZCR carries information pertaining to the locations of transients within the temporal observation window. We show duality with temporal zero-crossing rate analysis by expressing the spectrum of a signal as a sum of sinusoids with random phases. This extension leads to spectral-domain iterative filtering approaches to stabilize the spectral zero-crossing rate and to improve upon the location estimates. The localization properties are compared with group-delay-based localization metrics in a stylized signal setting well-known in speech processing literature. We show applications to epoch estimation in voiced speech signals using the SZCR on the integrated linear prediction residue. The performance of the SZCR-based epoch localization technique is competitive with the state-of-the-art epoch estimation techniques that are based on average pitch period.
  • Keywords
    discrete Fourier transforms; duality (mathematics); filtering theory; iterative methods; spectral analysis; speech processing; SZCR-based epoch localization technique; discrete Fourier spectrum; duality; epoch estimation; group-delay-based localization metrics; integrated linear prediction residue; localization properties; random phases; sign changes; sinusoids; spectral zero-crossing rate; spectral-domain iterative filtering approaches; stylized signal setting; temporal observation window; temporal zero-crossing rate analysis; transients locations; voiced speech signals; Correlation; Estimation; Frequency estimation; Gaussian processes; Phase modulation; Speech; Transient analysis; Spectral zero-crossing rate; epoch estimation; glottal closure instants; random phase modulation; temporal centroid; transient localization;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2015.2420538
  • Filename
    7080932