• DocumentCode
    960200
  • Title

    A tight upper bound of the average absolute error in a constant step-size sign algorithm

  • Author

    Eweda, Eweda

  • Author_Institution
    Mil. Tech. Coll., Cairo, Egypt
  • Volume
    37
  • Issue
    11
  • fYear
    1989
  • fDate
    11/1/1989 12:00:00 AM
  • Firstpage
    1774
  • Lastpage
    1776
  • Abstract
    A direct performance index of the adaptive filtering sign algorithm (SA) is the average absolute error (AAE) at the output of the filter. Adopting this performance index, an easy analysis of SA is achieved under a weak assumption. It is proved, for both deterministic and random inputs to the filter, that the AAE has a tight upper bound that exceeds the minimum AAE by half the product of the step size and power of the filter input. The assumption used is existence of average squared and average absolute values of filter input signals. A practical interest of the result is that it provides a formula for the biggest step size as a function of tolerable adaptation-noise-to-desired-signal ratio
  • Keywords
    adaptive filters; error analysis; filtering and prediction theory; adaptive filtering sign algorithm; average absolute error; constant step-size sign algorithm; direct performance index; tight upper bound; Adaptive filters; Algorithm design and analysis; Estimation error; Filtering algorithms; Performance analysis; Power filters; Random processes; Signal to noise ratio; Stochastic processes; Upper bound;
  • fLanguage
    English
  • Journal_Title
    Acoustics, Speech and Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0096-3518
  • Type

    jour

  • DOI
    10.1109/29.46562
  • Filename
    46562