DocumentCode :
291232
Title :
Design of a neural fuzzy controller for induction motor speed control
Author :
Chen, T.-C. ; Liaw, C.Y.
Author_Institution :
Inst. of Eng. Sci., Nat. Cheng Kung Univ., Tainan, Taiwan
Volume :
1
fYear :
1994
fDate :
5-9 Sep 1994
Firstpage :
611
Abstract :
The authors present a neural fuzzy controller with a PI controller for a system to control the speed of an induction motor. The design of this algorithm is based on a normal PI controller and a neural fuzzy controller that is implemented using appropriate fuzzy rules and a neural network. The neural fuzzy controller uses fuzzy rules as the training pattern of a neural network and uses the backpropagation method to adjust the weights between the neurons of the neural network in order to minimize the error between the target output and the actual output. The fuzzy rules are then recorded in the neural network. The proposed controller is applied to control the speed of the induction motor. Experimental results show that the proposed controller has transient and steady-state performance better than those of the conventional PI controllers
Keywords :
backpropagation; control system analysis; control system synthesis; fuzzy control; fuzzy neural nets; induction motors; machine control; machine testing; machine theory; neurocontrollers; two-term control; velocity control; PI controller; algorithm; backpropagation method; design; fuzzy rules; induction motor; neural fuzzy controller; neural network; neuron weights; speed control; steady-state performance; training pattern; transient performance; Algorithm design and analysis; Backpropagation algorithms; Control systems; Error correction; Fuzzy control; Fuzzy neural networks; Fuzzy systems; Induction motors; Neural networks; Neurons;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, Control and Instrumentation, 1994. IECON '94., 20th International Conference on
Conference_Location :
Bologna
Print_ISBN :
0-7803-1328-3
Type :
conf
DOI :
10.1109/IECON.1994.397847
Filename :
397847
Link To Document :
بازگشت