Robust and stable predictive control with bounded uncertainties

被引:6
作者
Ramos, C. [1 ]
Martinez, M. [1 ]
Sanchis, J. [1 ]
Herrero, J. M. [1 ]
机构
[1] Univ Politecn Valencia, Dept Syst Engn & Control, Valencia 46022, Spain
关键词
model predictive control; min-max optimization; regularization; robustness; stability;
D O I
10.1016/j.jmaa.2007.12.073
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Min-Max optimization is often used for improving robustness in Model Predictive Control (MPC). An analogy to this optimization could be the BDU (Bounded Data Uncertainties) method, which is a regularization technique for least-squares problems that takes into account the uncertainty bounds. Stability of MPC can be achieved by using terminal constraints, such as in the CRHPC (Constrained Receding-Horizon Predictive Control) algorithm. By combining both BDU and CRHPC methods, a robust and stable MPC is obtained, which is the aim of this work. BDU also offers a guided method of tuning the empirically tuned penalization parameter for the control effort in MPC. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:1003 / 1014
页数:12
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