• DocumentCode
    2211972
  • Title

    Generalized adaptive notch filters with frequency debiasing

  • Author

    Niedzwiecki, Maciej ; Sobocinski, Adam

  • Author_Institution
    Dept. of Autom. Control, Gdansk Univ. of Technol., Gdansk, Poland
  • fYear
    2006
  • fDate
    4-8 Sept. 2006
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Generalized adaptive notch filters are used for identification/tracking of quasi-periodically varying dynamic systems and can be considered an extension, to the system case, of classical adaptive notch filters. Belonging to the class of causal adaptive filters, the generalized adaptive notch filtering algorithms yield biased frequency estimates. We show that this bias can be removed, or at least substantially reduced. The only price paid for the resulting improvement of the filter´s tracking performance is in terms of a decision delay, which must be incorporated in the adaptive loop. Since decision delay is acceptable in many practical applications, the proposed bias/delay trade-off is an attractive alternative to the classical bias/variance compromise.
  • Keywords
    adaptive estimation; adaptive filters; frequency estimation; notch filters; target tracking; bias-decision delay trade-off; biased frequency estimation; filter tracking performance; frequency debiasing; generalized adaptive notch filtering algorithm; quasiperiodically varying dynamic system; Abstracts; Computer simulation; Cows; Quadrature amplitude modulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2006 14th European
  • Conference_Location
    Florence
  • ISSN
    2219-5491
  • Type

    conf

  • Filename
    7071064