• DocumentCode
    149688
  • Title

    Perfect periodic sequences for Legendre nonlinear filters

  • Author

    Carini, Alberto ; Cecchi, S. ; Romoli, Laura ; Sicuranza, Giovanni L.

  • Author_Institution
    DiSBeF, Univ. of Urbino - Italy, Urbino, Italy
  • fYear
    2014
  • fDate
    1-5 Sept. 2014
  • Firstpage
    2400
  • Lastpage
    2404
  • Abstract
    The paper shows that perfect periodic sequences can be developed and used for the identification of Legendre nonlinear filters, a sub-class of linear-in-the-parameters nonlinear filters recently introduced in the literature. A periodic sequence is perfect for the identification of a nonlinear filter if all cross-correlations between two different basis functions, estimated over a period, are zero. Using perfect periodic sequences as input signals, the unknown nonlinear system and its most relevant basis functions can be identified with the cross-correlation method. The effectiveness and efficiency of this approach is illustrated with experimental results involving a real nonlinear system.
  • Keywords
    nonlinear filters; Legendre nonlinear filters; nonlinear system; perfect periodic sequences; Computational modeling; Indexes; Mathematical model; Newton method; Nonlinear systems; Polynomials; Legendre nonlinear filters; Nonlinear system identification; cross-correlation method; linear-in-the-parameters nonlinear filters; perfect periodic sequences;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
  • Conference_Location
    Lisbon
  • Type

    conf

  • Filename
    6952880