The Speed Control of Vector controlled Induction Motor Based on Neural Networks

뉴럴 네트워크 방식의 벡터제어에 의한 유도전동기의 속도 제어

  • 이동빈 (광운대학교 제어계측공학과) ;
  • 유창완 (광운대학교 제어계측공학과) ;
  • 홍대승 (광운대학교 제어계측공학과) ;
  • 임화영 (광운대학교 제어계측공학과)
  • Published : 1999.10.01

Abstract

This paper presents a vector controlled induction motor is implemented by neural networks system compared with PI controller for the speed control. The design employed the training strategy with Neural Network Controller(NNC) and Neural Network Emulator(NNE) for speed. In order to update the weights of the controller First of all Emulator updates its parameters by identifying the motor input and output next it supplies the error path to the output stage of the controller using backpropagation algorithm, As Controller produces an adequate output to the system due to neural networks learning capability Vector controlled induction motor characteristics actual motor speed with based on neural network system follows the reference speed better than that of linear PI speed controller.

Keywords

References

  1. IEEE Trans. on Neural Network v.1 no.1 Identification and Control of Dynamical Systems Using Neural Network Kumpati S. Karendra;Kannan Parhasarthy
  2. KIEE v.45 no.1 신경회로망을 이용한 유도전공기의 속도제어 김세찬;원충연
  3. 電學論C v.116 no.11 Design of a Self-Tuning PID Control System by Neural Network T. Aoyama;S. Omatu
  4. International conference on knowledge-based Intelligent Electonic Systems v.1 Neuro-Control for Single-Input Multi-Output systems S. Omatu;Y. Kishida;M. Yoshioka
  5. Automatica v.28 no.6 Neural Networks for Control System-A Study K.J. Hunt;D. Sbarbaro
  6. Neural Networks for Optimization and Signal Processing A. Cichocki;R. Unbehauen
  7. Fuzzy and Neural Approaches in Engineering L. Tsoukalas;R. Uhrig
  8. Neuro-Fuzzy and Soft Computing J.S.R. Jang;C.T. Sun;E. Mizutani
  9. Neural Net Design M.T. Hagan;H.B. Demuth;M. Beale
  10. TIEE Japan v.113-D no.10 Vector controlled Induction Motor Using Neural Networks K. Shimane;S. Tanaka;S. tanaka
  11. Vector Control and Dynamics of AC Drives D.W. Novotny;T.A. Lipo
  12. Dynamic simulation of Electric Machinery C.M. Ong
  13. Power Electronics and AC Drives B.K. Bose