Title :
Neuro-Fuzzy Versus PI Speed Loop for a Vector Control Based Electrical Drive System with Asynchronous Motor
Author :
Mihai, D. ; Vasile, C.
Author_Institution :
Univ. of Craiova, Craiova
Abstract :
A neuro-fuzzy controller for the speed loop of a vector control based structure for an asynchronous motor is synthesized by ANFIS method. Various training and operating conditions are considered for the neuro-fuzzy speed controller, the results being analyzed comparatively with the standard vector control system. The independent and combined influence of the motor parameters, load torque, sampling period and operating conditions are taking into account performing various simulations on model.
Keywords :
fuzzy control; induction motors; motor drives; neurocontrollers; velocity control; ANFIS method; asynchronous motor; electrical drive system; motor parameter; neuro-fuzzy speed controller; pi speed loop; vector control; Artificial neural networks; Control system synthesis; Feedforward neural networks; Fuzzy control; Induction machines; Induction motors; Machine vector control; Neural networks; Programmable control; Torque control;
Conference_Titel :
Industrial Informatics, 2007 5th IEEE International Conference on
Conference_Location :
Vienna
Print_ISBN :
978-1-4244-0851-1
Electronic_ISBN :
1935-4576
DOI :
10.1109/INDIN.2007.4384780
