Nonlinear Reference Tracking: An Economic Model Predictive Control Perspective

被引:78
作者
Koehler, Johannes [1 ]
Mueller, Matthias A. [1 ]
Allgoewer, Frank [1 ]
机构
[1] Univ Stuttgart, Inst Syst Theory & Automat Control, D-70550 Stuttgart, Germany
关键词
Constrained control; nonlinear model predictive control (MPC); reference tracking; incremental stability; CONSTRAINED MPC; STABILITY; NMPC;
D O I
10.1109/TAC.2018.2800789
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we study the system theoretic properties of a reference tracking model predictive control (MPC) scheme for general reference trajectories and nonlinear discrete-time systems subject to input and state constraints. Contrary to other existing theoretical results for reference tracking MPC, we do not modify the optimization problem with artificial references or terminal ingredients. Instead, we consider a simple, intuitive implementation and derive theoretical guarantees under a stabilizability condition on the system and suitable conditions on the reference trajectory. We provide sufficient conditions for exponential reference tracking for reachable reference trajectories. In addition, we study unreachable reference trajectories and derive sufficient conditions to ensure practical stability of the unknown optimal reachable reference trajectory. For both cases, we characterize the region of attraction. The results build on the notion of incremental stabilizability, strict dissipativity, and results in (economic) MPC without terminal constraints.
引用
收藏
页码:254 / 269
页数:16
相关论文
共 43 条
[1]   A Lyapunov approach to incremental stability properties [J].
Angeli, D .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2002, 47 (03) :410-421
[2]   On Average Performance and Stability of Economic Model Predictive Control [J].
Angeli, David ;
Amrit, Rishi ;
Rawlings, James B. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (07) :1615-1626
[3]  
[Anonymous], THESIS
[4]  
[Anonymous], 2013, NONLINEAR CONTROL SY
[5]  
Aydiner E, 2016, 2016 EUROPEAN CONTROL CONFERENCE (ECC), P2602, DOI 10.1109/ECC.2016.7810682
[6]  
Bayer F, 2013, 2013 EUROPEAN CONTROL CONFERENCE (ECC), P2068
[7]   Stability and feasibility of state constrained MPC without stabilizing terminal constraints [J].
Boccia, Andrea ;
Gruene, Lars ;
Worthmann, Karl .
SYSTEMS & CONTROL LETTERS, 2014, 72 :14-21
[8]  
Boyd Stephen P., 2014, Convex Optimization
[9]   Current Control Methods for an Asymmetrical Six-Phase Induction Motor Drive [J].
Che, Hang Seng ;
Levi, Emil ;
Jones, Martin ;
Hew, Wooi-Ping ;
Abd Rahim, Nasrudin .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2014, 29 (01) :407-417
[10]   A quasi-infinite horizon nonlinear model predictive control scheme with guaranteed stability [J].
Chen, H ;
Allgower, F .
AUTOMATICA, 1998, 34 (10) :1205-1217