• DocumentCode
    394024
  • Title

    A new method for blind identification of FIR channels based almost exclusively on second order statistics

  • Author

    Alameda-Hernández, E. ; McLernon, D.C. ; Carrion, M.C.

  • Author_Institution
    Dept. Appl. Phys., Granada Univ., Spain
  • Volume
    1
  • fYear
    2002
  • fDate
    3-6 Nov. 2002
  • Firstpage
    679
  • Abstract
    Here we show that by using second-order statistics (SOS) of a system output all the spectrally equivalent (SE) systems can be derived, and the correct phase can then be chosen by applying appropriately non-linear techniques such as cumulants. In this paper, a new method is proposed that first extracts higher-order statistics (HOS) information (i.e. phase) and then computes directly the true system using only SOS, thus avoiding searching the whole SE set. This new approach depends minimally on HOS, thus avoiding the well-understood limitations of HOS calculations. Finally, comparisons are made with similar approaches through both simulation and analysis, and the advantages of this new method are documented.
  • Keywords
    FIR filters; blind equalisers; channel estimation; higher order statistics; nonlinear functions; spectral analysis; FIR channels; blind identification; cumulant matching; filter coefficients; finite impulse response channel; higher-order statistics information; nonlinear techniques; second-order statistics; spectrally equivalent systems; true system; Analytical models; Autocorrelation; Communication channels; Computational modeling; Data mining; Finite impulse response filter; Higher order statistics; Physics; Statistical distributions; System identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2002. Conference Record of the Thirty-Sixth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA, USA
  • ISSN
    1058-6393
  • Print_ISBN
    0-7803-7576-9
  • Type

    conf

  • DOI
    10.1109/ACSSC.2002.1197267
  • Filename
    1197267