• DocumentCode
    903279
  • Title

    Blind Identification of Second Order Volterra Systems With Complex Random Inputs Using Higher Order Cumulants

  • Author

    Mileounis, Gerasimos ; Kalouptsidis, Nicholas

  • Author_Institution
    Dept. of Inf. & Telecommun., Univ. of Athens, Athens, Greece
  • Volume
    57
  • Issue
    10
  • fYear
    2009
  • Firstpage
    4129
  • Lastpage
    4135
  • Abstract
    In this correspondence, closed-form expressions for the blind identification of linear-quadratic Volterra systems are established. The system is excited by a complex valued random sequence and the output cumulants (of order up to 4) are employed. It is assumed that the memory of the linear part is greater than or equal to the memory of the quadratic part. Cumulant-based formulas are developed demonstrating that the system is uniquely identifiable. An SVD based variant with improved performance is also derived. Simulations and comparisons with existing techniques are presented.
  • Keywords
    Volterra series; blind equalisers; higher order statistics; blind identification; complex random inputs; complex valued random sequence; higher order cumulants; output cumulants; second order Volterra systems; Identification; Volterra series; higher order statistics;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2009.2023372
  • Filename
    4957093