Title :
An online learning fuzzy controller
Author :
Rad, A.B. ; Chan, P.T. ; Lo, Wai Lun ; Mok, C.K.
Author_Institution :
Dept. of Electr. Eng., Hong Kong Polytech. Univ., China
Abstract :
A fuzzy controller with online learning capability is reported in this paper. The controller learns from a standard proportional plus derivative (PD) controller. It is implicitly assumed that the tuning parameters of the PD controller are already known. The learning is realized via Wang´s table lookup scheme. The controllers are applied successfully to control an open-loop unstable system, i.e., the ball and plate system. Experimental studies have demonstrated the performance of the proposed controller.
Keywords :
fuzzy control; learning systems; two-term control; PD controller; Wang´s table lookup scheme; ball and plate system; online learning capability; online learning fuzzy controller; open-loop unstable system control; proportional plus derivative controller; tuning parameters; Automatic control; Control systems; Fuzzy control; Fuzzy logic; Nonlinear control systems; Open loop systems; PD control; Proportional control; Switches; Table lookup;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2003.817690