• DocumentCode
    1675565
  • Title

    On time-frequency resolution of signal properties using parametric techniques

  • Author

    Gustafsson, Fredrik ; Gunnarsson, Svante ; Ljung, Lennart

  • Author_Institution
    Dept. of Electr. Eng., Linkoping Univ., Sweden
  • Volume
    3
  • fYear
    1994
  • Firstpage
    2259
  • Abstract
    The problem to track time-varying properties of a signal is studied. The somewhat contradictory notion of “time-varying spectrum” and how to estimate the “current” spectrum in an on-line fashion is discussed. The traditional concepts and relations between time- and frequency resolution are crucial for this problem. An adaptive estimation algorithm is used to estimate the parameters of a time-varying autoregressive model of the signal. It is shown how this algorithm can be equipped with a feature such that the time-frequency resolution trade-off favors quick detection of changes at higher frequencies and has slower adaptation at lower frequencies. This should be an attractive feature and similar to, for example, what wavelet transform techniques achieve for the same problem
  • Keywords
    adaptive estimation; autoregressive processes; parameter estimation; signal processing; time-frequency analysis; adaptive estimation algorithm; parametric techniques; signal properties; time-frequency resolution; time-varying autoregressive model; time-varying properties tracking; time-varying spectrum; Adaptive estimation; Aging; Frequency domain analysis; Heart; Least squares approximation; Signal processing algorithms; Signal resolution; Time frequency analysis; Uncertainty; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 1994., Proceedings of the 33rd IEEE Conference on
  • Conference_Location
    Lake Buena Vista, FL
  • Print_ISBN
    0-7803-1968-0
  • Type

    conf

  • DOI
    10.1109/CDC.1994.411482
  • Filename
    411482