Title :
Simulation of a neural net controller for motor drives
Author :
Da Silva, Luiz Eduardo Borges ; Torres, Germano Lambert ; Saturno, E.C. ; Da Silva, Alexandre P Alves ; Dai Do, Xuan
Author_Institution :
Escola Federal de Engenharia de Itajuba, Brazil
Abstract :
This paper describes the use of neural networks in a speed control loop applied to a DC motor. The proposed technique makes use of the learning capability of neural networks to implement an auto-adaptive control structure. Such capability allows the network to learn the dynamic behavior of the SCR-driven DC motor. This identification network is then used to train another network as the process controller, so that the process output follows the reference signal. An adaptation scheme for working conditions is also presented. Its performance is verified through testing of physical parameter variations and noise presence, showing the applicability of the system
Keywords :
DC motor drives; adaptive control; feedforward neural nets; identification; learning systems; neurocontrollers; simulation; velocity control; DC motor drives; adaptive control; feedforward neural networks; learning; neural net controller; reference signal; simulation; speed control; Adaptive control; Computer networks; Concurrent computing; DC motors; Employee welfare; Feedforward neural networks; Motor drives; Neural networks; Process control; Signal processing; System testing; Velocity control; Voltage control;
Conference_Titel :
Neural Networks, 1995. Proceedings., IEEE International Conference on
Conference_Location :
Perth, WA
Print_ISBN :
0-7803-2768-3
DOI :
10.1109/ICNN.1995.488095