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Simulation of a neural net controller for motor drives

Author

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  • Borges da Silva, Luiz Eduardo
  • Torres, Germano Lambert
  • Saturno, Ernesto Castillo
  • Alves da Silva, Alexandre P.
  • Do, Xuan Dai

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.

Suggested Citation

  • Borges da Silva, Luiz Eduardo & Torres, Germano Lambert & Saturno, Ernesto Castillo & Alves da Silva, Alexandre P. & Do, Xuan Dai, 1995. "Simulation of a neural net controller for motor drives," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 38(4), pages 311-322.
  • Handle: RePEc:eee:matcom:v:38:y:1995:i:4:p:311-322
    DOI: 10.1016/0378-4754(95)00041-U
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