DocumentCode
189227
Title
Experimental testing of an adaptive model predictive controller on a quad-tank system
Author
Tanaskovic, Marko ; Minnetian, Lawrence ; Fagiano, Lorenzo ; Morari, Manfred
Author_Institution
Autom. Control Lab., Swiss Fed. Inst. of Technol., Zurich, Switzerland
fYear
2014
fDate
24-27 June 2014
Firstpage
504
Lastpage
509
Abstract
A recently proposed adaptive model predictive control algorithm is implemented in real time and its performance is verified experimentally on a quad-tank testbed. The algorithm relies on an iterative set membership identification procedure in order to provide a set of possible plant models at each time step. This set is then exploited by the model predictive controller in order to robustly enforce output constraints. The experimental results show that the algorithm provides good reference tracking performance while robustly satisfying output constraints for different operating conditions.
Keywords
adaptive control; identification; iterative methods; nonlinear control systems; predictive control; adaptive model predictive controller; experimental testing; iterative set membership identification procedure; output constraints; plant models; quad-tank system; reference tracking performance; Adaptation models; Mathematical model; Noise; Solid modeling; Time measurement; Valves; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 2014 European
Conference_Location
Strasbourg
Print_ISBN
978-3-9524269-1-3
Type
conf
DOI
10.1109/ECC.2014.6862409
Filename
6862409
Link To Document