ROBUSTNESS OF PERFORMANCE AND STABILITY FOR MULTISTEP AND UPDATED MULTISTEP MPG SCHEMES

被引:16
作者
Gruene, Lars [1 ]
Palma, Vryan Gil [1 ]
机构
[1] Univ Bayreuth, Chair Appl Math, D-95440 Bayreuth, Germany
关键词
Optimal control; model predictive control; robustness against perturbations; HORIZON; FEEDBACK; TIME;
D O I
10.3934/dcds.2015.35.4385
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We consider a model predictive control approach to approximate the solution of infinite horizon optimal control problems for perturbed nonlinear discrete time systems. By reducing the number of re-optimizations, the computational load can be lowered considerably at the expense of reduced robustness of the closed-loop solution against perturbations. In this paper, we propose and analyze an update strategy based on re-optimizations on shrinking horizons which is computationally less expensive than that based on full horizon re-optimization, and at the same time allowing for rigorously quantifiable robust performance estimates.
引用
收藏
页码:4385 / 4414
页数:30
相关论文
共 19 条
[1]  
Bertsekas D. P, 2000, Dynamic Programming and Optimal Control, V2nd
[2]  
Bock HG, 2007, COMPUT SCI ENG SER, V3, P3, DOI 10.1137/1.9780898718935.ch1
[3]  
Büskens C, 2001, ONLINE OPTIMIZATION OF LARGE SCALE SYSTEMS, P3
[4]   Practical NMPC suboptimality estimates along trajectories [J].
Gruene, L. ;
Pannek, J. .
SYSTEMS & CONTROL LETTERS, 2009, 58 (03) :161-168
[5]   On the Infinite Horizon Performance of Receding Horizon Controllers [J].
Gruene, Lars ;
Rantzer, Anders .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2008, 53 (09) :2100-2111
[6]   Economic receding horizon control without terminal constraints [J].
Gruene, Lars .
AUTOMATICA, 2013, 49 (03) :725-734
[7]   ANALYSIS OF UNCONSTRAINED NONLINEAR MPC SCHEMES WITH TIME VARYING CONTROL HORIZON [J].
Gruene, Lars ;
Pannek, Juergen ;
Seehafer, Martin ;
Worthmann, Karl .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2010, 48 (08) :4938-4962
[8]   ANALYSIS AND DESIGN OF UNCONSTRAINED NONLINEAR MPC SCHEMES FOR FINITE AND INFINITE DIMENSIONAL SYSTEMS [J].
Gruene, Lars .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2009, 48 (02) :1206-1228
[9]  
Grune L, 2011, COMMUN CONTROL ENG, P1
[10]  
Grune L., 2014, P 21 INT S MATH THEO, P439