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Artificial Neural Network Based Induction Motor Speed Controller
-
B. O. Omijeh; D. C. Idoniboyeobu; G. O. Ajabuego
- In this paper, Artificial Neural Networks (ANN)
based efficient speed control of an Induction Motor has been
achieved. The ANN is properly trained to learn the dynamics
of the Induction Motor. The Model Predictive Control
(MPC) architecture is employed for system identification and
the design of the Neural Network Control system. The Field
Oriented Control system is implemented which allows for
independent control of speed and torque and increases the
robustness of the motor. Finally, the motor was given a tough
test by sudden addition of load torque while it was in
operation. The neural network controller however,
demonstrated that it is worth the hype by rapid rejection of
load disturbance and quick stabilization to its reference
speed.
- Select Volume / Issues:
- Year:
- 2015
- Type of Publication:
- Article
- Keywords:
- Induction motor; Artificial Neural Network; Field Oriented Control; Model Predictive Control
- Journal:
- IJECCE
- Volume:
- 6
- Number:
- 1
- Pages:
- 1-5
- Month:
- Jan.-Feb
- ISSN:
- 2249-–0
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