Nonlinear Model Predictive Control of an Inverted Pendulum

被引:32
作者
Mills, Adam [1 ]
Wills, Adrian [1 ]
Ninness, Brett [1 ]
机构
[1] Univ Newcastle, Sch Elect Engn & Comp Sci, Callaghan, NSW 2308, Australia
来源
2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9 | 2009年
关键词
D O I
10.1109/ACC.2009.5160391
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, nonlinear model predictive control is applied to an inverted pendulum apparatus. The sample interval for control calculations is 25 milli-seconds and the associated non-convex constrained optimisation problem involves 61-variables with 241-constraints. Despite this being a challenging problem, it was solved on-line using a standard sequential quadratic programming approach on a modest hardware platform. The efficacy of the control algorithm is validated via experimental results.
引用
收藏
页码:2335 / 2340
页数:6
相关论文
共 20 条
[1]  
BLANCO TB, 2008, P 17 WORLD C INT FED
[2]  
BOGGS PT, 1996, ACTA NUMER, V4, P1
[3]  
CHEMORI A, 2008, P 17 WORLD C INT FED
[4]  
COETZEE L, 2008, P 17 WORLD C INT FED
[5]  
FERREAU HJ, 2008, INT J ROBUS IN PRESS
[6]   A NUMERICALLY STABLE DUAL METHOD FOR SOLVING STRICTLY CONVEX QUADRATIC PROGRAMS [J].
GOLDFARB, D ;
IDNANI, A .
MATHEMATICAL PROGRAMMING, 1983, 27 (01) :1-33
[7]  
GUERREIRO B, 2008, P 17 WORLD C INT FED
[8]  
HAFIDI G, 2009, P 17 WORLD C INT FED
[9]  
HAVERBEKE N, 2008, P 17 WORLD C INT FED
[10]   Hardware synthesis of explicit model predictive controllers [J].
Johansen, Tor A. ;
Jackson, Warren ;
Schreiber, Robert ;
Tondel, Petter .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (01) :191-197