Predictive control based on neural networks with reference model for an induction motor sensorless drive

WSEAS Transactions on Systems

Volumn 4, Issue 5, 2005, Pages 593-600

  Ouhrouche, Mohand ^a   Merabet, Adel ^a   Bui, Rung Tien ^a  

^a UNIVERSITÉ DU QUÉBEC À CHICOUTIMI   (Canada)

Author keywords

ANN; Induction motor; Input output modeling; Predictive Control; Reference Control Model

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; ELECTRIC DRIVES; MAGNETIC FLUX; MATHEMATICAL MODELS; MATRIX ALGEBRA; NEURAL NETWORKS; PREDICTIVE CONTROL SYSTEMS; SPEED CONTROL; VECTORS;

INPUT OUTPUT MODELING; REFERENCE CONTROL MODEL;

INDUCTION MOTORS;

EID: 22944437756     PISSN: 11092777     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (11)

1. E. Delaleau, J.P. Louis and R. Ortega, Modeling and Control of Induction Motors, International Journal of Applied Mathematics and Computer Science, Vol. 11, No. 1, 2001, pp. 105-129.
2. J. Chiasson, Dynamic Feedback Linearization of the Induction Motor, IEEE Transactions on Automatic Control, Vol.38, No.10, 1993, pp. 1588-1594.
3. R. Marino, S. Peresada and P. Valigi, Adaptive Input-Output Linearizing Control of Induction Motors, IEEE Transactions on Automatic Control, Vol.38, No.2, 1993, pp. 208-221.
4. P. Vas, Artificial-Intelligence-Based Electrical Machines and Drives: Application of Fuzzy, Neural, Fuzzy Neural and Genetic Algorithm-Based Techniques, Oxford University Press, Inc. New York, 1999.
5. L. Constant, R. Ruelland, B. Dagues, I. Rivals and L. Personnaz, Identification and Validation of a Neural Network Estimating the Fluxes of an Induction Machine, 6th International Conference on Modelling and Simulation of Electric Machines, Converters and Systems ELECTRIMACS'99, 1999.
6. J. F. Martins, A. J. Pires and J. A. Dente, Automatic Input/Output Modeling of a Squirrel-Cage Induction Motor Drive System using Neural Network, EPE'97, 4, 1997, pp. 632-637.
7. C.E. Garcia, D.M. Prett and M. Morari, Model Predictive Control: Theory and Practice- a Survey, Automatica, 3, 1989, pp. 335-348.
8. M.K. Maaziz, E. Mendes and P. Boucher, A New Nonlinear Multivariable Control Strategy of Induction Motors, Control Engineering Practice, 10, 2002, pp. 605-613.
9. P.H. Sørensen, M. Nørgaard, O. Ravn, and N.K. Poulsen, Implementation of Neural Network based Non-linear Predictive Control, Neurocomputing, 28, 1999, pp. 37-51,
10. M.H. Hassoun, Fundamentals of Artificial Neural Networks, Cambridge, Massachusetts: The MIT Press, 1995.
11. D. Soloway and P. J. Haley, Neural Generalized Predictive Control: A Newton-Raphson Implementation, Proc. 11th IEEE International Symposium on Intelligent Control, 1996, pp. 277-282.