Scalar control of an induction motor using a neural sensorless technique

Electric Power Systems Research

Volumn 108, Issue , 2014, Pages 322-330

  Dos Santos, Tiago Henrique ^a   Goedtel, Alessandro ^b   Da Silva, Sergio Augusto Oliveira ^b   Suetake, Marcelo ^c  

^a INSTITUTO FEDERAL DO PARANÁ   (Brazil)

^b UNIVERSIDADE TECNOLÓGICA FEDERAL DO PARANÁ   (Brazil)

^c FEDERAL UNIVERSITY OF SÃO CARLOS   (Brazil)

Author keywords

Artificial neural network; Induction motor; Scalar control; Speed estimator

Indexed keywords

COSTS; ELECTRIC INVERTERS; INDUCTION MOTORS; NEURAL NETWORKS; ROBUSTNESS (CONTROL SYSTEMS); SPEED; VECTOR SPACES;

DIRECT MEASUREMENT; IMPLEMENTATION COST; SCALAR CONTROL; SENSOR-LESS TECHNIQUES; SPACE VECTOR MODULATION; SPEED ESTIMATOR; THREE PHASE INDUCTION MOTOR; VOLTAGE SOURCE INVERTER;

ELECTRIC MACHINE CONTROL;

EID: 84891592974     PISSN: 03787796     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.epsr.2013.11.020     Document Type: Article

References (29)

1. F. Immovilli, C. Bianchini, M. Cocconcelli, A. Bellini, and R. Rubini Bearing fault model for induction motor with externally induced vibration IEEE Transactions on Industrial Electronics 60 8 2013 3408 3418
2. R. Trabelsia, A. Khedherb, M.F. Mimounic, and F. M'Sahlic Backstepping control for an induction motor using an adaptive sliding rotor-flux observer Electric Power Systems Research 93 2012 1 15
3. M. Suetake, I.N. Silva, and A. Goedtel Embedded dsp-based compact fuzzy system and its application for induction-motor v/f speed control IEEE Transactions on Industrial Electronics 58 3 2011 750 760
4. N. Fekia, G. Clercb, and Ph. Velexa Gear and motor fault modeling and detection based on motor current analysis Electric Power Systems Research 95 2013 28 37
5. L.M.R. Baccarini, J.P.B. Tavares, B.R. de Menezes, and W.M. Caminhas Sliding mode observer for on-line broken rotor bar detection Electric Power Systems Research 80 2010 1089 1095
6. P. Vas Sensorless Vector and Direct Torque Control 1998 Oxford University Press Oxford
7. C.H. Tsai, and M.F. Yeh Application of CMAC neural network to the control of induction motor drives Applied Soft Computing 9 2009 1187 1196
8. M.A. Vogelsberger, S. Grubic, T.G. Habetler, and T.M. Wolbank Using PWM-induced transient excitation and advanced signal processing for zero-speed sensorless control of AC machines IEEE Transactions on Industrial Electronics 57 1 2010 365 374
9. M. Jouili, K. Jarrayb, Y. Koubaaa, and M. Boussakc Luenberger state observer for speed sensorless ISFOC induction motor drives Electric Power Systems Research 89 2012 139 147
10. S. Kumar, J. Prakash, and P. Kanagasabapathy A critical evaluation and experimental verification of extended kalman filter, unscented kalman filter and neural state filter for state estimation of three phase induction motor Applied Soft Computing 11 2011 3199 3208
11. J. Guzinski, and H. Abu-Rub Speed sensorless induction motor drive with predictive current controller IEEE Transactions on Industrial Electronics 60 2 2012 699 709
12. P. Vaclavek, P. Blaha, and I. Herman AC drives observability analysis IEEE Transactions on Industrial Electronics 60 8 2013 3047 3059
13. W.M. Lin, T.J. Su, and R.C. Wu Parameter identification of induction machine with a starting no-load low-voltage test IEEE Transactions on Industrial Electronics 59 1 2012 352 360
14. V. Vasic, S. Vukosavic, and E. Levi A stator resistance estimation scheme for speed sensorless rotor flux oriented induction motor drives IEEE Transactions on Energy Conversion 18 4 2003 476 483
15. B.K. Bose Modern power electronics and AC drives 2001 Prentice-Hall New Jersey
16. I. Mustafa, F. Mustafa, and A. Ahmed A speed estimation unit for induction motors based on adaptive linear combiner Energy and Management 50 7 2009 1664 1670
17. O. Yoksel, and D. Mehmet Speed estimation of vector controlled squirrel cage asynchronous motor with artificial neural networks Energy and Management 52 1 2011 675 686
18. S.M. Gadoue, D. Giaouris, and J.W. Finch Sensorless control of induction motor drives at very low and zero speeds using neural network flux observers IEEE Transactions on Industrial Electronics 56 8 2009 3029 3039
19. S.M. Gadoue, D. Giaouris, and J.W. Finch An experimental assessment of a stator current MRAS based on neural networks for sensorless control of induction machines Proceedings of Symposium on Sensorless Control for Electrical Drives (SLED) 2011 102 106
20. C.M. Ong Dynamic Simulation of Electric Machinery Using Matlab/Simulink 1998 Prentice-Hall Upper Saddle River, NJ
21. P.C. Krause, O. Wasynczuk, and S.D. Sudhoff Analysis of electric machinery and drive systems 2002 Academic Press Piscataway, NJ
22. H.V.D. Broeck, H.C. Skudelny, and G. Stanke Analysis and realization of a pulsewidth modulator based on voltage space vectors IEEE Transactions on Industry Applications 24 1 1988 142 150 (Pubitemid 18611925)
23. R. Krishnan Electric Motor Drives: Modeling, Analysis and Control 2001 Prentice-Hall Upper Saddle River, NJ
24. L. Guo, and L. Parsa Model reference adaptive control of five-phase IPM motors based on neural network IEEE Transactions on Industrial Electronics 59 3 2012 1500 1508
25. C.K. Lin Radial basis function neural network-based adaptive critic control of induction motors Applied Soft Computing 11 3 2011 3066 3074
26. C.H. Tsai, and M.F. Yeh Application of CMAC neural network to the control of induction motor drives Applied Soft Computing 9 4 2009 1187 1196
27. S.A.O. da Silva, L. Campanhol, A. Goedtel, C.F. do Nascimento, and D.A. Paiao Comparative analysis of p-PLL algorithms for single-phase utility connected systems Proceedings of European Power Electronics and Applications Conference 2009 1 10
28. A. Goedtel Speed Estimation in Three Phase Induction Motors (Doctorate Thesis) 2007 Universidade de São Paulo São Carlos, SP (in Portuguese)
29. C.F. do Nascimento, A.A. Oliveira Jr., A. Goedtel, and A.B. Dietrich Harmonic distortion monitoring for nonlinear loads using neural-network-method Applied Soft Computing 13 1 2013 475 482