• DocumentCode
    2115283
  • Title

    Nonstationary spectrum estimation and time-frequency concentration

  • Author

    Pitton, James W.

  • Author_Institution
    MathSoft, Seattle, WA, USA
  • Volume
    4
  • fYear
    1998
  • fDate
    12-15 May 1998
  • Firstpage
    2425
  • Abstract
    This paper extends Thomson´s (1982) multitaper spectrum estimation method to nonstationary signals. The method uses a newly-derived set of basis functions which generalize the concentration properties of the prolate spheroidal waveforms to the time-frequency case. We solve for the basis which diagonalizes the nonstationary spectrum generating operator over a finite region of the time-frequency plane. These eigenfunctions are maximally concentrated to and orthogonal over the specified time-frequency region, and are thus doubly orthogonal. Individual spectrograms computed with these eigenfunctions form direct time-frequency spectrum estimates. We next present a multitaper time-frequency spectrum estimation procedure using these time-frequency eigenestimates. Bias and variance expressions are derived, allowing for a statistical characterization of the accuracy of the estimate. The time-frequency concentration property of the basis functions yields an estimator with excellent bias properties, while the variance of the estimate is reduced through the use of multiple orthogonal windows
  • Keywords
    Fourier transforms; eigenvalues and eigenfunctions; integral equations; mathematical operators; parameter estimation; signal resolution; spectral analysis; statistical analysis; time-frequency analysis; basis functions; concentration properties; doubly orthogonal eigenfunctions; estimation accuracy; integral equations; local least squares solution; multiple orthogonal windows; multitaper time-frequency spectrum estimation; nonstationary signals; nonstationary spectrum estimation; nonstationary spectrum generating operator; prolate spheroidal waveforms; short-time Fourier transforms; spectrograms; statistical characterization; time-frequency concentration; time-frequency eigenestimates; time-frequency spectrum estimates; variance; Constraint optimization; Deconvolution; Eigenvalues and eigenfunctions; Fourier transforms; Frequency estimation; Signal generators; Spectral analysis; Spectrogram; Time frequency analysis; Yield estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
  • Conference_Location
    Seattle, WA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-4428-6
  • Type

    conf

  • DOI
    10.1109/ICASSP.1998.681640
  • Filename
    681640