• DocumentCode
    851945
  • Title

    An adaptive backpropagation cascade IIR filter

  • Author

    Gao, Frank X Y ; Snelgrove, W. Martin

  • Author_Institution
    Gao Res. & Consulting Ltd., Scarborough, Ont., Canada
  • Volume
    39
  • Issue
    9
  • fYear
    1992
  • fDate
    9/1/1992 12:00:00 AM
  • Firstpage
    606
  • Lastpage
    610
  • Abstract
    Among the various linear infinite impulse response (IIR) structures for adaptive filters, cascade IIR filters are notable for easy stability monitoring and good sensitivity performance. However, their high cost for computing gradients is a problem. A novel technique of backpropagating the desired signal is proposed, and a cascade structure satisfying the requirements of this technique is developed, resulting in an efficient adaptive IIR filter. It is shown that the equation-error formulation is just a special case of this backpropagation idea
  • Keywords
    adaptive filters; backpropagation; digital filters; filtering and prediction theory; stability; adaptive filters; backpropagation; cascade IIR filter; infinite impulse response; sensitivity performance; stability monitoring; Adaptive filters; Backpropagation; Costs; Equations; IIR filters; Least squares approximation; Monitoring; Stability; Transfer functions; Transversal filters;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7130
  • Type

    jour

  • DOI
    10.1109/82.193314
  • Filename
    193314