• DocumentCode
    1902781
  • Title

    BLINDSFTF stable fast transversal filters algorithm applied to blind equalization

  • Author

    Lambert, Russell H.

  • Author_Institution
    Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
  • Volume
    2
  • fYear
    1994
  • fDate
    31 Oct-2 Nov 1994
  • Firstpage
    1438
  • Abstract
    SFTF (stable fast transversal filters), an exact least squares adaptation algorithm with complexity of order 8 times the number of filter coefficients, has been applied to the solution of blind equalization cost functions with dramatic improvements in convergence speed compared to stochastic gradient (lms style) adaptation. This method requires only four times more computation than stochastic gradient methods and has the advantage of being eigenvalue spread independent. The SFTF exact least squares adaptation removes the eigenvalue spread of the channel problem and leaves us now with the speed of convergence depending only on the type of signal used and the initial ISI caused by the channel. Gray´s optimum cost function for the generalized Gaussian pdf is discussed and used in the simulations. In summary, an optimal blind cost function is combined with an optimal filter adaptation method. The topic of entropy is discussed and it´s relation to kurtosis and speed of convergence properties
  • Keywords
    adaptive equalisers; adaptive filters; computational complexity; eigenvalues and eigenfunctions; entropy; intersymbol interference; least squares approximations; BLINDSFTF stable fast transversal filters algorithm; Gray´s optimum cost function; ISI; blind equalization; channel problem; convergence speed; cost functions; eigenvalue spread independent; entropy; exact least squares adaptation algorithm; filter coefficients; kurtosis; optimal filter adaptation method; stochastic gradient methods; Blind equalizers; Convergence; Cost function; Eigenvalues and eigenfunctions; Entropy; Gradient methods; Intersymbol interference; Least squares methods; Stochastic processes; Transversal filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 1994. 1994 Conference Record of the Twenty-Eighth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    0-8186-6405-3
  • Type

    conf

  • DOI
    10.1109/ACSSC.1994.471695
  • Filename
    471695