Control of an inverted pendulum using grey prediction model

被引:143
作者
Huang, SJ [1 ]
Huang, CL [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Mech Engn, Taipei, Taiwan
关键词
grey prediction; intelligent control; proportional plus derivative controller;
D O I
10.1109/28.833761
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The system with partial unknown structure, parameters, and characteristics is called a grey system. The grey theory can be employed to improve the control performance of a system without sufficient information or with highly nonlinear property. In this paper, the grey prediction model combined with a proportional plus derivative controller is proposed to balance an inverted pendulum, which is a classic example of an inherently nonlinear unstable system, The control objective is to swing up the pendulum from a stable position to an unstable position and bring its slider back to the origin of the track. The overall control algorithm is decomposed into two separate grey model controllers for swinging up and balancing, respectively, based upon the angular and velocity values of the pendulum. The experimental results show that this grey model controller is able to swing up and balance the inverted pendulum and guide its slider to the center of the track. It also has the robustness to balance the inverted pendulum at an upright position in suffering an external impact acting on the pendulum.
引用
收藏
页码:452 / 458
页数:7
相关论文
共 11 条
[1]  
Anderson C. W., 1989, IEEE Control Systems Magazine, V9, P31, DOI 10.1109/37.24809
[2]   NEURONLIKE ADAPTIVE ELEMENTS THAT CAN SOLVE DIFFICULT LEARNING CONTROL-PROBLEMS [J].
BARTO, AG ;
SUTTON, RS ;
ANDERSON, CW .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (05) :834-846
[3]  
DESHENG Y, 1990, J GREY SYST, V2, P189
[4]  
HAO J, 1993, P IEEE INT C NEUR NE, V1, P534
[5]  
ISHIDA T, 1991, P IEEE C IND EL CONT, V2, P1401
[6]  
JITAO L, 1992, J GREY SYST, V4, P181
[7]  
JULONG D, 1988, GREY FORECASTING CON
[8]  
LIN OCC, 1989, MRL B RES DEV, V3, P1
[9]  
SEKIGUCHI M, 1991, P IEEE INT C ROB AUT, V3, P2644
[10]  
WANG GJ, 1990, IEEE INT JOINT C NEU, V3, P421