• DocumentCode
    404338
  • Title

    Identifiability of linear time-invariant differential-algebraic systems application of differential algebra

  • Author

    Ben-Zvi, Amos ; McLellan, J. ; McAuley, Kim

  • Author_Institution
    Dept. of Chem. Eng., Queen´´s Univ., Kingston, Ont., Canada
  • Volume
    5
  • fYear
    2003
  • fDate
    9-12 Dec. 2003
  • Firstpage
    5549
  • Abstract
    A system is identifiable if and only if the relationship between the parameters and the input-output behaviour of the system is unique. If a system is not identifiable, then accurate parameter estimation is not possible because identical input-output behaviour can be obtained for several values of the parameters. Most identifiability work in the literature has focused on ordinary differential equation (ODE) models. In this work we propose a method for testing linear time-invariant (LTI) differential-algebraic (DAE) systems for identifiability. Our method is computationally efficient, allows the treatment of systems that are nonlinear in the parameters, and allows the construction of an identifiable realization of the system.
  • Keywords
    differential equations; linear systems; parameter estimation; state-space methods; time-varying systems; LTI system; ODE; differential algebraic systems; input output system behaviour; linear time invariant system; ordinary differential equation; parameter estimation; system identifiability; Algebra; Biological system modeling; Chemical engineering; Design for experiments; Differential equations; Marine vehicles; Mathematical model; Parameter estimation; Physics computing; System testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2003. Proceedings. 42nd IEEE Conference on
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-7924-1
  • Type

    conf

  • DOI
    10.1109/CDC.2003.1272521
  • Filename
    1272521