Title :
New approach of induction machine drive using an adaptive digital PID controller with gain planning based on artificial neural networks
Author :
Bordon, Mário Eduardo ; Da Silva, Ivan Nunes ; De Souza, André Nunes
Author_Institution :
UNESP, Sao Paulo, Brazil
Abstract :
Introduces a strategy of induction machines speed adjustment using an adaptive PID digital controller with gain planning based on artificial neural networks. This digital controller uses an auxiliary variable to determine the ideal induction machine operating conditions and to establish the closed loop gain of the system. The auxiliary variable value can be estimated from the information stored in a general-purpose artificial neural network based on CMAC
Keywords :
adaptive control; cerebellar model arithmetic computers; closed loop systems; digital control; induction motor drives; machine control; three-term control; CMAC; adaptive digital PID controller; closed loop gain; gain planning; ideal operating conditions; induction machine drive; Adaptive control; Digital control; Frequency; Induction machines; PD control; Pi control; Programmable control; Pulse width modulation inverters; Root mean square; Three-term control;
Conference_Titel :
American Control Conference, 1999. Proceedings of the 1999
Conference_Location :
San Diego, CA
Print_ISBN :
0-7803-4990-3
DOI :
10.1109/ACC.1999.786327