• DocumentCode
    3371555
  • Title

    Blind estimation and equalization of time-varying channels using the interacting multiple model estimator

  • Author

    Kamran, Ziauddin M. ; Kirubarajan, T. ; Gershman, Alex B.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, Ont., Canada
  • Volume
    5
  • fYear
    2004
  • fDate
    23-26 May 2004
  • Abstract
    This work presents an adaptive multiple model blind equalization algorithm based on the interacting multiple model (IMM) estimator to estimate the channel and the transmitted sequence corrupted by intersymbol interference (ISI) and noise. A computationally feasible implementation based on a weighted sum of Gaussian approximation of the density functions of the data signals is introduced. The proposed method avoids the exponential growth of the number of terms used in the weighted Gaussian sum approximation of the plant noise making it practical for real-time processing. Simulations demonstrate that the proposed IMM equalizer yield substantially improved performance compared with the recently proposed equalizer based on a (non-interacting) network of extended Kalman filters.
  • Keywords
    Gaussian noise; Kalman filters; blind equalisers; blind source separation; channel estimation; intersymbol interference; time-varying channels; Gaussian approximation; Kalman filters; adaptive multiple model blind equalization algorithm; blind estimation; channel estimation; data signals; density functions; interacting multiple model estimator; intersymbol interference; real-time processing; time-varying channels; Baseband; Bayesian methods; Blind equalizers; Channel estimation; Computational modeling; Decision feedback equalizers; Density functional theory; Intersymbol interference; State estimation; Time-varying channels;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
  • Print_ISBN
    0-7803-8251-X
  • Type

    conf

  • DOI
    10.1109/ISCAS.2004.1329447
  • Filename
    1329447