Robust MPC of constrained nonlinear systems based on interval arithmetic

被引:68
作者
Limon, D
Bravo, JM
Alamo, T
Camacho, EF
机构
[1] Univ Seville, Escuela Super Nacl, Dept Ingn Sistemas & Automat, Seville 41092, Spain
[2] Univ Huelva, Escuela Politecn Super La Rabida, Dept Ingn Elect Sistemas Informat & Automat, Huelva, Spain
来源
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS | 2005年 / 152卷 / 03期
关键词
D O I
10.1049/ip-cta:20040480
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
A robust MPC for constrained discrete-time nonlinear systems with additive uncertainties is presented. The proposed controller is based on the concept of reachable sets, that is, the sets that contain the predicted evolution of the uncertain system for all possible uncertainties. If processes are nonlinear these sets are very difficult to compute. A conservative approximation based on interval arithmetic is proposed for the online computation of these sets. This technique provides good results with a computational effort only slightly greater than the one corresponding to the nominal prediction. These sets are incorporated into the MPC formulation to achieve robust stability. By choosing a robust positively invariant set as a terminal constraint, a robustly stabilising controller is obtained. Stability is guaranteed in the case of suboptimality of the computed solution. The proposed controller is applied to a continuous stirred tank reactor with an exothermic reaction.
引用
收藏
页码:325 / 332
页数:8
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