Communications - Scientific Letters of the University of Zilina 2013, 15(3):68-72 | DOI: 10.26552/com.C.2013.3.68-72
An Adaptive Neurocontroller for Induction Motors
- 1 Department of Electrical Drives and Mechatronics, Technical University of Kosice, Slovakia
- 2 Laboratory for Micro and Nanotechnology, Paul Scherrer Institut, Villigen, Switzerland
The paper is focused on presenting possibilities of applying artificial neural networks (ANN) at creating a speed controller of an induction motor drive. The presented method of control takes advantage of approximating properties of multi-layer feedforward networks. The availability of the proposed neurocontroller is verified through the Matlab simulation. The effectiveness of the controller is demonstrated for different operating conditions and motor parameter changes of the drive system.
Keywords: neural network, control, induction motor
Published: August 31, 2013 Show citation
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References
- LEVIN, A. U., NARENDA, K. S.: Control of Nonlinear Dynamical Systems Using Neural Networks: Controllability and Stabilization. IEEE Transactions on Neural Networks, vol. 4, 1993, pp.192-206.
Go to original source...
- LEVIN, A. U., NARENDA, K. S.: Control of Nonlinear Dynamical Systems Using Neural Networks - Part II: Observability, Identification and Control. IEEE Transactions on Neural Networks, vol. 7, 1996, pp. 30-42.
Go to original source...
- VAS, P.: Artificial Intelligence Based Electrical Machines and Drives. Oxford : Oxford University Press, 1999.
Go to original source...
- ZILKOVA, J.: Artificial Neural Networks in Process Control, Kosice : Mercury-Smekal, 2001, 49 p., ISBN 80-89061-15-X.
- BORBEL, M., ZILKOVA, J., TIMKO, J.: Inverse Control of the DC Motor Using Neural Network (in Slovak), Proc. SYMEP, Praha, 2004, p. 5.
- BRDYS, M. A., KULAWSKI, G. J.: Dynamic Neural Controllers for Induction Motor, IEEE Transactions on Neural Networks, vol. 10, 1999, No. 2, pp. 340-355.
Go to original source...
- BURTON, B., HARLEY, R. G., DIANA, G., RODGERSON, J. L.: Implementation of a Neural Network to Adaptively Identify and Control VSI-Fed Induction Motor Stator Currents, IEEE Transaction on Industry Applications, vol. 34, No. 3, 1998.
Go to original source...
- GIROVSKY, P., TIMKO, J., ZILKOVA, J.: Modeling of Neural Network Speed Estimator for Field Oriented Control of Induction Motor, Metalurgija, vol. 49, No. 2, 2010, pp. 231-235.
- KUCHAR, M., BRANDSTETTER, P., KADUCH, M.: Sensorless Induction Motor Drive with Neural Network, IEEE Annu. PowerElec. Specialists Conf., 2004, pp. 3301-3305.
- TIMKO, J., ZILKOVA, J., GIROVSKY, P.: Modeling and Control of Electric Drives Using Neural Networks (in Slovak), Kosice : C-press, 2009. 202 p., ISBN 978-80-8086-124-7.
- VITTEK, J., BRIS, P., STULRAJTER, M., PACHA, M.: Chattering Free Sliding Mode Control Law for Position Control of the Drive Employing Induction Motor, Power Engineering Conference 2008, AUPEC '08, Australasian Universities, 2008, pp. 1-6, 14-17.
Go to original source...
- WISHART, M., HARLEY, T. R. G.: Identification and Control of Induction Machines Using Artificial Neural Networks, IEEE Transaction on Industry Applications, vol. 31, No. 3, 1995.
Go to original source...
- VITTEK, J., ALTUS, J., BEDNARIK, B., TABACEK, R., DODDS, S. J., PERRYMAN, R.: Research of New Sensorless Speed Controlled Drives with Induction Motors for Traction Applications, Communications - Scientific Letters of the University of Zilina, No. 2-3, 2001, ISSN 1335-4205.
Go to original source...
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