DocumentCode :
706534
Title :
Some results and applications about identifiability of non-linear systems
Author :
Denis-Vidal, Lilianne ; Joly-Blanchard, Ghislaine ; Noiret, Celine
Author_Institution :
Univ. of Sci. & Tech. Lille, Villeneuve-d´Ascq, France
fYear :
1999
fDate :
Aug. 31 1999-Sept. 3 1999
Firstpage :
1232
Lastpage :
1237
Abstract :
System identification of systems based on physical laws often involves parameter estimation. So, before performing estimation problem, it is necessary to investigate its identifiability. Various theoretical approaches have been developed to analyze non linear system identifiability. For example, the tools of differential algebra have given a systematic procedure to check identifiability of small size systems [7]. A modification of this method [3], based on a differential system of observation, gives an algorithm whose complexity does not increase with the number of parameters contrary to the previous approach. In this contribution, we show how (global or local) identifiability of a non linear analytic dynamical system can be analyzed using integro-differential relations between input, output and parameters. This procedure derives from the algorithm [3] and it allows to solve more easily the case of (controlled or uncontrolled) systems with known initial conditions. Finally we use these integro-differential equations to get a first parameter estimation.
Keywords :
integro-differential equations; nonlinear dynamical systems; -differential equations; integro-differential relations; nonlinear analytic dynamical system; nonlinear systems identifiability; parameter estimation; Algebra; Control systems; Estimation; Linear regression; Mathematical model; Noise; Polynomials; Nonlinear autonomous systems; Structural identifiability; biological applications;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (ECC), 1999 European
Conference_Location :
Karlsruhe
Print_ISBN :
978-3-9524173-5-5
Type :
conf
Filename :
7099478
Link To Document :
بازگشت