• DocumentCode
    3480688
  • Title

    Wavelet estimation of cyclospectra

  • Author

    Touati, Sami ; Pesquet, Jean-Christophe

  • Author_Institution
    Inst. Gaspard Monge, Univ. de Marne-la-Vallee, France
  • Volume
    6
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    In this paper, we propose wavelet-thresholding estimators for spectrum analysis of a zero-mean cyclostationary signal. In the case of Gaussian regression, it is known that wavelet estimators outperform traditional linear methods if the regularity of the function to be estimated varies substantially over its domain of definition. The goal of this paper is to extend these wavelet methods to the estimation of cyclospectra. In this context, we show both theoretically and through a simulation example that wavelet-thresholding estimators lead to improved performance compared to kernel methods.
  • Keywords
    Gaussian distribution; regression analysis; spectral analysis; wavelet transforms; Gaussian regression; cyclospectra; performance; spectrum analysis; wavelet estimation; wavelet-thresholding estimators; zero-mean cyclostationary signal; Context modeling; Geophysics computing; Kernel; Minimax techniques; Random processes; Signal analysis; Signal processing; Statistics; Wavelet analysis; Wavelet domain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1201675
  • Filename
    1201675