• DocumentCode
    1605547
  • Title

    Structural identifiability of non linear systems: an overview

  • Author

    Boubaker, Olfa ; Fourati, Aida

  • Author_Institution
    Inst. Nat. des Sci. Appliquees et de Technol., Tunis, Tunisia
  • Volume
    3
  • fYear
    2004
  • Firstpage
    1244
  • Abstract
    Structural identifiability is a fundamental prerequisite for parametric model identification. It concerns uniqueness of the parametric structure given a dynamical model and a set of input/output experimental dates. Proving structural identifiability propriety for non linear systems is considered until now a very difficult problem. Many approaches have been proposed in the literature but there isn´t a generic method suitable for any non linear case. The main concern of this paper is to present an overview of different approaches used to test structural identifiability for non linear systems. Important aspects and difficulties of identifiability analysis is reviewed and illustrated by an example of an active sludge process characterized by rational polynomial non linearities and specified initial conditions.
  • Keywords
    identification; nonlinear dynamical systems; polynomials; generic method; nonlinear systems; parametric model identification; rational polynomial non linearities; structural identifiability propriety; Algebra; Linear systems; Linearity; Mathematical model; Observability; Parametric statistics; Polynomials; System testing; Taylor series; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Technology, 2004. IEEE ICIT '04. 2004 IEEE International Conference on
  • Print_ISBN
    0-7803-8662-0
  • Type

    conf

  • DOI
    10.1109/ICIT.2004.1490739
  • Filename
    1490739