• DocumentCode
    1831468
  • Title

    Nonparametric modelling of a linear time varying system

  • Author

    Widanage, Widanalage Dhammika ; Lataire, J. ; Schoukens, Johan

  • Author_Institution
    Dept. ELEC, Vrije Univ. Brussel, Brussels, Belgium
  • fYear
    2010
  • fDate
    7-10 Sept. 2010
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    The paper studies the frequency response estimation of a time varying system. The system is a sum of two parallel branches, one being a linear time invariant (LTI) branch and the other an LTI followed by a time-varying gain. A method is presented that shows how such a system can be modelled nonparametrically and gives estimates for the frequency response functions when excited by an arbitrary input signal. The frequency response of a linear system and the transient error that arise when using arbitrary signals to model the input-output behaviour are smooth functions of frequency. By a polynomial approximation of the functions and considering the time varying effect, a model that is linear in the parameters is obtained. The method is evaluated on a simulated system showing the level of the modelling error, along with the estimated frequency responses, their variances and the variance of any disturbing noise at the output.
  • Keywords
    frequency estimation; frequency response; function approximation; linear systems; polynomial approximation; time-varying systems; LTI branch; arbitrary input signal; frequency response function estimation; input-output behaviour modelling; linear time invariant branch; linear time varying system; nonparametric modelling; polynomial function approximation; time-varying gain; transient error; Frequency response; least squares; linear system; time varying system;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Control 2010, UKACC International Conference on
  • Conference_Location
    Coventry
  • Electronic_ISBN
    978-1-84600-038-6
  • Type

    conf

  • DOI
    10.1049/ic.2010.0449
  • Filename
    6490907