An Adaptive Iterative Learning Control for Robot Manipulator in Task Space

ThanhQuyen Ngo, M. Hung Nguyen, YaoNan Wang, Ji Ge, ShuNing Wei, T. Long Mai

Abstract


In this paper, adaptive iterative learning control (AILC) of uncertain robot manipulators in task space is considered for trajectory tracking in an iterative operation mode. The control scheme incluces a PD controller with a gain switching technique plus a learning feedforward term, is exploited to predict the desired actuator torque. By using Lyapunov method, an adaptive iterative learning control scheme is presented for robotic system with both structured and unstructured uncertainty, and the overall stability of the closed-loop system in the iterative domain is established. The validity of the scheme is confirmed through a numerical simulation.


Keywords


PD Control; Learning control; robot manipulator

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References


P. Bondi, G. Cacaline and L. Gambardella, On the iterative learning Control theory for robot manipulators, IEEE J. On Robotics and Automation, 4:14-22, 1984.
http://dx.doi.org/10.1109/56.767

S. Arimoto, S. Kawamura and F. Miyazaki, Bettering operation of dynamic system by learning: A new control theory for servomechanism or mechatronics systems, Proceedings of 23rd. CDC, 1064- 1069, 1984.

J.J. Craig, Adaptive control of mechanical manipulators, Addison-Wesley, New York, 1988.

Hyo-Sung Ahn, YangQuan Chen, Kevin L. Moore, Iterative learning control: Brief Survey and Categorization, IEEE Trans. Ind. Sys, 6:1099-1121, 2007.

Dong-II Kim, Sungkwun Kim An iterative learning control method with application for CNC machine tools, IEEE Trans. Ind. App, 32(1):66-72, 1996.
http://dx.doi.org/10.1109/28.485814

K.L. Moore, Iterative learning control for deterministic systems,Advances Industrial Control, New York, Springer-Verlag, 1993.
http://dx.doi.org/10.1007/978-1-4471-1912-8

Tayebi A, Adaptive iterative learning control for robot manipulators, Automatica, 40:1195-1203, 2004.
http://dx.doi.org/10.1016/j.automatica.2004.01.026

Ouyang P R, Zhang W J, Gupta M M, An adaptive switching learning control method for trajectory tracking of robot manipulators, it Mechatronics, 16:51-61, 2006.
http://dx.doi.org/10.1016/j.mechatronics.2005.08.002

Choi JY, Lee JS, Adaptive iterative learning control of uncertain robotic systems,IEE Proc Contr Theory, 147(4):217-223, 2000.

B.S. Chen, H.J. Uang, and C.S. Tseng, Robust tracking enhancement of robot systems including motor dynamics: A fuzzy-based dynamic game approach,IEEE Trans. Fuzzy syst, 11(4):538- 552,1998.
http://dx.doi.org/10.1109/91.728449

Craig JJ. Introduction to robotics: mechanics and control. Reading, MA: Addison-Wesley, 1986.

T.Y Kuc, K. Nam, J.S. Lee, An iterative learning control of robot Manipulators, IEEE Trans Robot Automat., 7(6): 835-842, 1991.
http://dx.doi.org/10.1109/70.105392

S.S. Ge, C.C. Hang, Adaptive neural network control of robot manipulators in task space,IEEE Trans. Ind. Elec., 44(6):746-752, 1997.
http://dx.doi.org/10.1109/41.649934




DOI: https://doi.org/10.15837/ijccc.2012.3.1392



Copyright (c) 2017 ThanhQuyen Ngo, M. Hung Nguyen, YaoNan Wang, Ji Ge, ShuNing Wei, T. Long Mai

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