Title :
Robust tube-based constrained predictive control via zonotopic set-membership estimation
Author :
Le, V.T.H. ; Stoica, C. ; Dumur, D. ; Alamo, T. ; Camacho, E.F.
Author_Institution :
Autom. Control Dept., SUPELEC Syst. Sci. (E3S), Gif-sur-Yvette, France
Abstract :
This paper proposes an approach to deal with the problem of robust output feedback model predictive control for linear discrete-time systems subject to state and input constraints, in the presence of unknown but bounded disturbances and measurement noises. The estimation of the states is built using a zonotopic set-membership estimation. This set is time-decreasing and is computed off-line as the solution of a Linear Matrix Inequality optimization problem. The control law is designed by using tube-based model predictive control such that the closed-loop stability is guaranteed and the state and input constraints are fulfilled. The proposed methodology is illustrated through numerical simulations.
Keywords :
control system synthesis; discrete time systems; linear matrix inequalities; linear systems; optimisation; predictive control; robust control; state estimation; closed loop stability; control law designed; linear discrete time system; linear matrix inequality optimization problem; numerical simulation; robust output feedback model predictive control; robust tube based constrained predictive control; state estimation; tube based model predictive control; zonotopic set membership estimation; Noise; Noise measurement; Predictive control; Robustness; State estimation; Vectors;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161131