Title :
State estimation of the three-tank system using a multiple model
Author :
Nagy, Anca Maria ; Marx, BenoÎt ; Mourot, Gilles ; Schutz, Georges ; Ragot, José
Author_Institution :
Centre de Rech. en Autom. de Nancy, Nancy Univ., Nancy, France
Abstract :
This paper addresses the exact transformation of nonlinear systems into a multiple model form with unmeasurable premise variables. The multiple model structure serves to treat the observability and the state estimation problem of nonlinear systems. Using a method with no information loss, a nonlinear system is transformed into a multiple model, depending on the choice of premise variables. It is a key point, since it allows to choose, between different multiple model forms, the one that has suitable structure and properties, in order to design an observer. The convergence conditions of the state estimation error are expressed in LMI formulation using the Lyapunov method. These proposals are investigated and applied to the three-tank system.
Keywords :
Lyapunov matrix equations; MIMO systems; convergence; linear matrix inequalities; nonlinear control systems; observability; observers; LMI formulation; Lyapunov method; convergence conditions; nonlinear systems; observability; observer design; state estimation error; state estimation problem; three-tank system; Convergence; Fault detection; Fault diagnosis; Linear systems; Lyapunov method; Nonlinear systems; Observability; Observers; Proposals; State estimation;
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2009.5400889