DocumentCode
359069
Title
An analysis technique for optimization based control applied to quasi-LPV plants
Author
Giannelli, Monica ; Primbs, James A.
Author_Institution
California Inst. of Technol., Pasadena, CA, USA
Volume
3
fYear
2000
fDate
2000
Firstpage
1909
Abstract
We consider the problem of analyzing the stability of a discrete time nonlinear system in quasi-LPV form under an optimization based controller subject to constraints. We show that by representing the control law, which is computed online as the solution to a constrained optimization problem, by the Kuhn-Tucker conditions, stability questions can be reformulated as implications. A technique from robust control, the so-called S-procedure, reduces the implication to a sufficient condition, which can be written as an infinite dimensional linear matrix inequality (LMI) due to the quasi-LPV description of the plant. Finally, standard LPV gridding techniques are applied to obtain finite dimensional LMIs. This unique new framework lies at the intersection of three methodologies: linear parameter varying (LPV) control, model predictive control, and robust control, and handles the analysis of constrained nonlinear systems in a unified framework. A simple example is used to illustrate the methodology
Keywords
control system analysis; discrete time systems; matrix algebra; nonlinear systems; optimal control; optimisation; predictive control; robust control; Kuhn-Tucker conditions; discrete time systems; linear matrix inequality; linear parameter varying systems; model predictive control; nonlinear systems; optimization; robust control; stability; sufficient condition; Constraint optimization; Control systems; Linear matrix inequalities; Nonlinear control systems; Nonlinear systems; Predictive control; Predictive models; Robust control; Stability analysis; Sufficient conditions;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference, 2000. Proceedings of the 2000
Conference_Location
Chicago, IL
ISSN
0743-1619
Print_ISBN
0-7803-5519-9
Type
conf
DOI
10.1109/ACC.2000.879534
Filename
879534
Link To Document