• DocumentCode
    2482584
  • Title

    Results Towards Identifiability Properties of Biochemical Reaction Networks

  • Author

    Farina, Marcello ; Findeisen, Rolf ; Bullinger, Eric ; Bittanti, Sergio ; Allgöwer, Frank ; Wellstead, Peter

  • Author_Institution
    Dipt. di Elettronica e Informazione, Politecnico di Milano, Milan
  • fYear
    2006
  • fDate
    13-15 Dec. 2006
  • Firstpage
    2104
  • Lastpage
    2109
  • Abstract
    In this paper we consider the question of parameter identifiability for biochemical reaction networks, as typically encountered in systems biology. Specifically, we are interested in deriving conditions on the biochemical reaction network and on the measured outputs that guarantee identifiability of the parameters. Taking the specific system structure of biochemical reaction networks into account, we derive sufficient conditions for local parameter identifiability based on a suitable system expansion which does not any more directly depend on the parameters. Rather, as shown, the problem of identifiability can be recast as the question of observability of the (parameter free) expanded system. The conditions derived are exemplified considering a simple example
  • Keywords
    biochemistry; observability; parameter estimation; physiological models; biochemical reaction networks; expanded system observability; parameter free system observability; parameter identifiability; systems biology; Biological control systems; Biological system modeling; Chemicals; Control systems; Mathematical model; Observability; Parameter estimation; Sufficient conditions; Systems biology; USA Councils; Chemical reaction networks; identifiability; parameter identification; systems biology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2006 45th IEEE Conference on
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    1-4244-0171-2
  • Type

    conf

  • DOI
    10.1109/CDC.2006.376925
  • Filename
    4177963