• DocumentCode
    3077864
  • Title

    Multitaper estimation over multiresolution subspaces

  • Author

    Erdol, Nurgun ; Kaskarovska, Violeta Skoro ; Tourinho, Renata

  • Author_Institution
    Florida Atlantic Univ., FL
  • fYear
    2004
  • fDate
    Sept. 29 2004-Oct. 1 2004
  • Firstpage
    253
  • Lastpage
    262
  • Abstract
    We apply the multitaper spectral estimation method over multiresolution subspaces to analyze nonstationary data. We define a measure of stationarity continuous between 0 and 1 and use it to show that multiresolution subspace projections of a process rank closer to being stationary than the original process. Our measure is based on the ratio of the energy of the power spectral density S(f, upsi) in the neighborhood of the f = - upsiline to the total energy as a measure to "stationarize" a process. We show that the increase in stationarity is a function of the wavelet transformation, or restriction of the process to a multiresolution subspace, rather than the process itself. We show results of the application to acoustic signals generated by an airplane in the landing process
  • Keywords
    acoustic signal processing; spectral analysis; wavelet transforms; acoustic signals; multiresolution subspace projections; multitaper spectral estimation method; nonstationary data; power spectral density; wavelet transformation; Acoustic applications; Acoustic measurements; Data analysis; Density measurement; Energy measurement; Energy resolution; Power measurement; Signal generators; Signal processing; Signal resolution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning for Signal Processing, 2004. Proceedings of the 2004 14th IEEE Signal Processing Society Workshop
  • Conference_Location
    Sao Luis
  • ISSN
    1551-2541
  • Print_ISBN
    0-7803-8608-4
  • Type

    conf

  • DOI
    10.1109/MLSP.2004.1422981
  • Filename
    1422981