Solving non convex Min-Max predictive controller

被引:0
作者
Badreddine, Bouzouita
Faouzi, Bouani
Mekki, Ksouri
机构
来源
2007 INFORMATION DECISION AND CONTROL | 2007年
关键词
robust predictive control; generalized geometric programming; min-max optimization problem; LMI; genetic algorithms; parametric uncertainties; GLOBAL OPTIMIZATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:243 / 248
页数:6
相关论文
共 34 条
[1]  
Adrot O., 2000, THESIS I NATL POLYTE
[2]   On finitely terminating branch-and-bound algorithms for some global optimization problems [J].
Al-Khayyal, FA ;
Sherali, HD .
SIAM JOURNAL ON OPTIMIZATION, 2000, 10 (04) :1049-1057
[3]  
ALFREDO RF, 2004, 55 INT ASTR C VANC C
[4]   ON LINEAR-PROGRAMMING AND ROBUST MODEL-PREDICTIVE CONTROL USING IMPULSE-RESPONSES [J].
ALLWRIGHT, JC ;
PAPAVASILIOU, GC .
SYSTEMS & CONTROL LETTERS, 1992, 18 (02) :159-164
[5]  
BADREDDINE B, 2006, 8 WSEAS INT C AUT CO, P29
[6]   Some convexifications in global optimization of problems containing signomial terms [J].
Björk, KM ;
Lindberg, PO ;
Westerlund, T .
COMPUTERS & CHEMICAL ENGINEERING, 2003, 27 (05) :669-679
[7]  
BOUZOUITA B, 2005, 3 C SYST SIGN DEV SS
[8]  
BRDYS MA, 2002, P 15 IFAC TRIENN WOR
[9]  
Campo P. J., 1987, Proceedings of the 1987 American Control Conference, P1021
[10]   Robust constrained predictive control of uncertain norm-bounded linear systems [J].
Casavola, A ;
Famularo, D ;
Franzé, G .
AUTOMATICA, 2004, 40 (11) :1865-1876