Title :
On useful redundancy in experiment design for nonlinear system identification
Author :
Alamir, Mazen ; Welsh, James S. ; Goodwin, Graham C.
Author_Institution :
Gipsa-Lab., Univ. of Grenoble, Grenoble, France
Abstract :
In the paper, a formulation is proposed for optimal experiment design dedicated to the identification of nonlinear systems. In particular, a recently introduced redundancy property associated to dynamic systems related inverse problems is heavily exploited to guarantee global convergence. The paper considers general discrete-time nonlinear systems in which measurements are affected by bounded noise. An illustrative example is used to show the merits of the proposed approach.
Keywords :
control system synthesis; discrete time systems; identification; nonlinear systems; discrete-time nonlinear systems; dynamic systems; experiment design; global convergence; nonlinear system identification; Control systems; Convergence; Cost function; Inverse problems; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear systems; Optimal control; Robustness; Signal design;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4738665