• DocumentCode
    1125503
  • Title

    Blind identification of bilinear systems

  • Author

    Kalouptsidis, Nicholas ; Koukoulas, Panos ; Mathews, V.John

  • Author_Institution
    Dept. of Informatics & Telecommun., Univ. of Athens, Greece
  • Volume
    51
  • Issue
    2
  • fYear
    2003
  • fDate
    2/1/2003 12:00:00 AM
  • Firstpage
    484
  • Lastpage
    499
  • Abstract
    This paper is concerned with the blind identification of a class of bilinear systems excited by non-Gaussian higher order white noise. The matrix of coefficients of mixed input-output terms of the bilinear system model is assumed to be triangular in this work. Under the additional assumption that the system output is corrupted by Gaussian measurement noise, we derive an exact parameter estimation procedure based on the output cumulants of orders up to four. Results of the simulation experiments presented in the paper demonstrate the validity and usefulness of our approach.
  • Keywords
    Gaussian noise; bilinear systems; higher order statistics; identification; matrix algebra; white noise; Gaussian measurement noise; bilinear systems; blind identification; coefficients matrix; exact parameter estimation; mixed input-output terms; nonGaussian higher order white noise; output cumulants; simulation experiments; triangular matrix; Kernel; Noise measurement; Nonlinear distortion; Nonlinear systems; Parameter estimation; Polynomials; Sea measurements; Signal processing; Statistics; White noise;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2002.806971
  • Filename
    1166683