DocumentCode :
2888931
Title :
Solving non convex Min-Max predictive controller
Author :
Badreddine, Bouzouita ; Faouzi, Bouani ; Mekki, Ksouri
Author_Institution :
Ecole Nat. d´´Ing. de Tunis, Tunis
fYear :
2007
fDate :
12-14 Feb. 2007
Firstpage :
360
Lastpage :
365
Abstract :
This paper focuses on robust predictive control (RPC) using uncertain controlled auto regressive integrated moving average (CARIMA) model. To take into account the uncertain behavior of physical process, the parametric uncertainties are considered. The proposed controller is based on worst case strategy. Consequently, the control law is obtained by resolution of a non convex min-max optimization problem. To overcome the drawbacks of classical optimization methods, a global deterministic optimization, generalized geometric programming (GGP), is proposed. This technique is addressed to non convex polynomial problem which the case of most robust and nonlinear control system analysis and design problem. The efficiency of this technique is tested on benchmark functions and compared with LMI and genetic algorithms optimisation methods. Simulation results obtained with an uncertain process are also presented to illustrate the performance of the proposed controller.
Keywords :
autoregressive moving average processes; concave programming; control system analysis; geometric programming; minimax techniques; nonlinear control systems; predictive control; robust control; CARIMA; GGP; RPC; controlled auto regressive integrated moving average model; design problem; generalized geometric programming; global deterministic optimization; nonconvex min-max optimization; nonlinear control system analysis; parametric uncertainties; physical process; robust predictive controller; Benchmark testing; Control system analysis; Genetic algorithms; Nonlinear control systems; Optimization methods; Polynomials; Predictive control; Predictive models; Robust control; Uncertainty; Generalized geometric programming; Genetic algorithms; LMI; Parametric uncertainties; Robust predictive control; min-max optimization problem;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information, Decision and Control, 2007. IDC '07
Conference_Location :
Adelaide, Qld.
Print_ISBN :
1-4244-0902-0
Electronic_ISBN :
1-4244-0902-0
Type :
conf
DOI :
10.1109/IDC.2007.374577
Filename :
4252529
Link To Document :
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