ITERATIVE LEARNING CONTROL IN FEEDBACK-SYSTEMS

被引:119
作者
JANG, TJ
CHOI, CH
AHN, HS
机构
[1] SEOUL NATL UNIV,ASRI,ERC,ACI,DEPT CONTROL & INSTRUMENTAT ENGN,KWANAK KU,SEOUL 151742,SOUTH KOREA
[2] KOOKMIN UNIV,DEPT ELECTR ENGN,SEONGBUK KU,SEOUL 136702,SOUTH KOREA
关键词
CONVERGENCE ANALYSIS; ITERATIVE METHODS; LEARNING SYSTEMS; NONLINEAR CONTROL SYSTEMS; TRACKING SYSTEMS;
D O I
10.1016/0005-1098(94)00064-P
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An iterative learning control method is proposed to achieve precise tracking control of a class of nonlinear systems over a finite time interval. The learning is done in a feedback configuration and the learning law updates the feedforward input from the plant input of the previous trial. A sufficient condition which guarantees the convergence of the learning is given. It is shown that the convergence condition of the learning control in the feedback configuration does not change from the condition in an open-loop configuration. But the learning speed can be improved greatly in the feedback configuration. Employing an input saturator which limits the control input within a reasonable bound, the class of nonlinear systems to which the proposed learning scheme can be applied is extended. The proposed learning control process is applied to the tracking control of a two link robot manipulator, and good tracking performance is obtained in the simulation.
引用
收藏
页码:243 / 248
页数:6
相关论文
共 9 条
[1]   ITERATIVE LEARNING CONTROL FOR A CLASS OF NONLINEAR-SYSTEMS [J].
AHN, HS ;
CHOI, CH ;
KIM, KB .
AUTOMATICA, 1993, 29 (06) :1575-1578
[2]   BETTERING OPERATION OF ROBOTS BY LEARNING [J].
ARIMOTO, S ;
KAWAMURA, S ;
MIYAZAKI, F .
JOURNAL OF ROBOTIC SYSTEMS, 1984, 1 (02) :123-140
[3]  
ATKESON CG, 1986, APR P IEEE INT C ROB, P1737
[4]  
HAUSER J, 1987, 26TH IEEE C DEC CONT, P859
[5]   STABILITY OF LEARNING CONTROL WITH DISTURBANCES AND UNCERTAIN INITIAL CONDITIONS [J].
HEINZINGER, G ;
FENWICK, D ;
PADEN, B ;
MIYAZAKI, F .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (01) :110-114
[6]  
Isidori A., 1989, NONLINEAR CONTROL SY
[7]   REALIZATION OF ROBOT MOTION BASED ON A LEARNING-METHOD [J].
KAWAMURA, S ;
MIYAZAKI, F ;
ARIMOTO, S .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1988, 18 (01) :126-133
[8]   AN ITERATIVE LEARNING CONTROL-THEORY FOR A CLASS OF NONLINEAR DYNAMIC-SYSTEMS [J].
KUC, TY ;
LEE, JS ;
NAM, K .
AUTOMATICA, 1992, 28 (06) :1215-1221
[9]   AN ITERATIVE LEARNING CONTROL LAW FOR DYNAMIC-SYSTEMS [J].
SUGIE, T ;
ONO, T .
AUTOMATICA, 1991, 27 (04) :729-732