• DocumentCode
    2963086
  • Title

    Response prediction of complex dynamic systems using piecewise parameters

  • Author

    Shahriari, Kyarash ; Tarasiewicz, Stanislaw

  • Author_Institution
    Mech. Eng. Dep, Laval Univ., Quebec City, QC
  • fYear
    2008
  • fDate
    9-10 Sept. 2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    In this paper, a method is proposed to predict n-step response of linear time-varying systems (LTVS). To take into account the modeling error in set-membership approach, adjustable parameters are characterized by intervals. To increase modeling precision, piecewise parameters are used and the validity domain of any set of parameters is determined in input-output space. The output of a model whose parameters are characterized by interval is an interval at any instant. The set of outputs provides a tube for all possible systems responses which is called wrapping envelope. To calculate wrapping envelope, a simulator is proposed who determines at any instant, the valid set of parameters, injects it into the model and calculates interval of systems response. The set of intervals will then determines the wrapping envelope.
  • Keywords
    large-scale systems; linear systems; set theory; state-space methods; time-varying systems; complex dynamic system; input-output space; linear time-varying system; modeling error; piecewise parameter; response prediction; set-membership approach; wrapping envelope; Arithmetic; Automation; Computational Intelligence Society; Control engineering; Laboratories; Mathematical model; Mechatronics; Predictive models; Time varying systems; Wrapping; Interval Analysis; Linear Time-Varying Systems; Piecewise Model Parameters; Response Prediction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cybernetic Intelligent Systems, 2008. CIS 2008. 7th IEEE International Conference on
  • Conference_Location
    London
  • Print_ISBN
    978-1-4244-2914-1
  • Electronic_ISBN
    978-1-4244-2915-8
  • Type

    conf

  • DOI
    10.1109/UKRICIS.2008.4798959
  • Filename
    4798959