Title :
Adaptive critic based design of a fuzzy motor speed controller
Author :
Shannon, Thaddeus T. ; Lendaris, George G.
Abstract :
We show the applicability of the dual heuristic programming (DHP) method of approximate dynamic programming to the design of a fuzzy control system. The DHP and related techniques have been developed in the neurocontrol context but can be equally productive when used with fuzzy controllers or neuro-fuzzy hybrids. We demonstrate this technique on a speed controller for a brushless motor. In our example, we take advantage of the Takagi-Sugeno model framework to initialize the tunable parameters of our plant model with reasonable problem specific values, a practice difficult to perform when applying DHP to neurocontrol
Keywords :
adaptive control; angular velocity control; brushless DC motors; dynamic programming; fuzzy control; machine control; neurocontrollers; adaptive control; approximate dynamic programming; brushless motor; dual heuristic programmings; fuzzy control; neurocontrol; speed controller; Adaptive control; Computational intelligence; Control systems; Dynamic programming; Fuzzy control; Fuzzy neural networks; Laboratories; Learning; Neural networks; Programmable control;
Conference_Titel :
Intelligent Control, 2001. (ISIC '01). Proceedings of the 2001 IEEE International Symposium on
Conference_Location :
Mexico City
Print_ISBN :
0-7803-6722-7
DOI :
10.1109/ISIC.2001.971536