• DocumentCode
    290630
  • Title

    Local minima escape transients of CMA

  • Author

    Frater, Michael R. ; Johnson, C. Richard, Jr.

  • Author_Institution
    Dept. of Electr. Eng., Australian Defence Force Acad., Canberra, ACT, Australia
  • Volume
    iii
  • fYear
    1994
  • fDate
    19-22 Apr 1994
  • Abstract
    We examine the implications of our recent analysis of the local minima escape behavior of the Godard (or CMA) blind equalizer. This analysis suggests asymptotic estimates for the expected value of the escape time when leaving the region of attraction of local equilibria. For a particular source, channel, and equalizer local minimum parameterization, the log of the inverse of the mean escape time is estimated to be proportional to a weighted sum of the stepsize and the channel noise variance. We examine the validity of the functional form of this relationship for two examples. This experimental evidence corroborates our earlier analysis and suggests that the mean time to escape can be very large for the Godard (1980) algorithm (also known as the constant modulus algorithm)
  • Keywords
    adaptive equalisers; adaptive filters; filtering theory; telecommunication channels; transients; CMA blind equalizer; Godard algorithm; Godard blind equalizer; asymptotic estimates; channel noise variance; filtering; local equilibria; local minima escape transients; local minimum parameterization; mean escape time; source; stepsize; weighted sum; Algorithm design and analysis; Blind equalizers; Delay; Digital communication; Digital filters; Fluctuations; Least squares approximation; Polynomials; Signal to noise ratio; Telephony;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
  • Conference_Location
    Adelaide, SA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-1775-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1994.390096
  • Filename
    390096