Real-time MHE-based nonlinear MPC of a Pendubot system

被引:5
作者
Gulan, M. [1 ]
Salaj, M. [1 ]
Abdollahpouri, M. [1 ]
Rohal-Ilkiv, B. [1 ]
机构
[1] Slovak Univ Technol Bratislava, Fac Mech Engn, Inst Automat Measurement & Appl Informat, Bratislava, Slovakia
关键词
Pendubot control; under-actuated system; fast NNIPC; nonlinear optimization; real-time control and estimation; OPTIMIZATION;
D O I
10.1016/j.ifacol.2015.11.315
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper addresses the real-time optirnal control of a Pendubot using nonlinear model predictive control (NMPC) combined with nonlinear moving horizon estimation (MHE). This fast, undo-actuated nonlinear mechatronic System apparently poses a challenging benefit mark problem that may benefit from a nonlinear optimization scheme. To overcome the related computational difficulties we make use of the ACADO Code Generation tool allowing to export, a highly efficient Gauss-Newton real-time iteration algorithm tailored to the nonlinear optimal control and estimation problem while respecting the imposed constraints. We show experimental results illustrating the overall Hosed-loop control performance, as well as the advantages of the nonlinear MHE--based NMPC scheme. (C) 2015, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:422 / 427
页数:6
相关论文
共 16 条
[1]  
[Anonymous], 2011, Selected Topics on Constrained and Nonlinear ControlS
[2]  
Bock Hans Georg, 1984, IFAC Proc., V17, P1603, DOI [10.1016/S1474-6670(17)61205-9, DOI 10.1016/S1474-6670(17)61205-9]
[3]  
Choukchou-Braham A., 2014, Analysis and Control of Underactuated Mechanical Systems
[4]  
Debrouwere F., 2014, IFAC Proc Vol, V47, P9617, DOI [10.3182/20140824-6-ZA-1003.01674, DOI 10.3182/20140824-6-ZA-1003.01674]
[5]   A real-time iteration scheme for nonlinear optimization in optimal feedback control [J].
Diehl, M ;
Bock, HG ;
Schlöder, JP .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2005, 43 (05) :1714-1736
[6]   Real-time optimization and nonlinear model predictive control of processes governed by differential-algebraic equations [J].
Diehl, M ;
Bock, HG ;
Schlöder, JP ;
Findeisen, R ;
Nagy, Z ;
Allgöwer, F .
JOURNAL OF PROCESS CONTROL, 2002, 12 (04) :577-585
[7]  
Diehl M, 2009, LECT NOTES CONTR INF, V384, P391, DOI 10.1007/978-3-642-01094-1_32
[8]   An online active set strategy to overcome the limitations of explicit MPC [J].
Ferreau, H. J. ;
Bock, H. G. ;
Diehl, M. .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2008, 18 (08) :816-830
[9]  
Frasch JanickV., 2014, IFAC P VOLUMES, P2945
[10]  
Gulan M., 2014, J ELECT ENG, V65