ADAPTIVE NEURAL SPEED CONTROLLER OF A DC MOTOR

Citation
Md. Minkova et al., ADAPTIVE NEURAL SPEED CONTROLLER OF A DC MOTOR, Electric power systems research, 47(2), 1998, pp. 123-132
Citations number
7
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
03787796
Volume
47
Issue
2
Year of publication
1998
Pages
123 - 132
Database
ISI
SICI code
0378-7796(1998)47:2<123:ANSCOA>2.0.ZU;2-8
Abstract
An adaptive neural speed controller of a de motor is proposed. The art ificial neural network (ANN) is trained by the online backpropagation algorithm. The output of the ANN gives the control voltage applied to the de motor. The difference between the reference and the actual roto r speed of the motor is backpropagated through the ANN at each step of the control process for updating the connection weights of the ANN. T he control scheme requires neither a knowledge of any motor parameters , nor preferential training of the ANN. The performance of the control ler is simulated depending on the rotor speed noise of the motor, the rapidity of its dynamics, the sampling period, and the sharp instantan eous change of the load, or in the reference speed trajectory. (C) 199 8 Elsevier Science S.A. All rights reserved.