DTC drive with ANN-based stator flux estimator

2005 European Conference on Power Electronics and Applications

Volumn 2005, Issue , 2005, Pages

  Grzesiak, Lech M ^a   Ufnalski, Bartlomiej ^a  

^a WARSAW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

Adjustable speed drive; Estimation technique; Induction motor; Neural network; Vector control

Indexed keywords

ALGORITHMS; APPROXIMATION THEORY; ELECTRIC POTENTIAL; INDUCTION MOTORS; NEURAL NETWORKS; TORQUE CONTROL;

ADJUSTABLE SPEED DRIVES; ESTIMATION TECHNIQUES; STATOR RESISTANCE IDENTIFICATION ALGORITHMS; VECTOR CONTROL;

ELECTRIC DRIVES;

EID: 33947657105     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/epe.2005.219678     Document Type: Conference Paper

References (20)

1. G. Andreescu and A. Popa. Flux estimator based on integrator with DC-offset correction loop for sensorless direct torque and flux control. Int. Conf. On Electrical Machines ICEM, 2002.
2. B. Beliczynski and K. Kubowicz. Approximately static relationship between model variables. Electrotechnical Review (Przeglad Elektrotechniczny), vol. 4, April 2004.
3. B. K. Bose. Modern power electronics and AC drives. Pearson Education, Prentice Hall PTR, 2002.
4. G. S. Buja and M. P. Kazmierkowski. Direct torque control of PWM inverter-fed AC motors - a survey. IEEE Trans. on Ind. Electronics, vol. 51, no. 4, August 2004.
5. D. Casadei, G. Serra, and A. Tani. Steady-state and transient performance evaluation of a DTC scheme in the low speed range. IEEE Trans. on Power Electronics, vol. 16, no. 6, November 2001.
6. L. M. Grzesiak and B. Beliczynski. Simple neural cascade architecture for estimating of stator and rotor flux vectors. EPE Conf., 1999.
7. L. M. Grzesiak and B. Ufnalski. Neural stator flux estimator with dynamical signal preprocessing. IEEE Conf. AFRICON, 2004.
8. M. Hinkkanen and J. Luomi. Modified integrator for voltage model flux estimation of induction motors. IEEE Ind. Electronics Society Conf. IECON, vol. 2, November/December 2001.
9. J. Holtz and J. Quan. Drift- and parameter-compensated flux estimator for persistent zero-stator-frequency operation of sensorless-controlled induction motors. IEEE Trans. on Ind. App., vol. 39, no. 4, July/August 2003.
10. J. Hu and B. Wu. New integration algorithms for estimating motor flux over a wide speed range. IEEE Trans. on Power Electronics, vol. 13, no. 5, September 1998.
11. P. L. Jansen and R. D. Lorentz. A physically insightful approach to the design and accuracy assessment of flux observers for field oriented induction machine drives. IEEE Trans. on Ind. App., vol. 30, no. 1, January/February 1994.
12. M. P. Kazmierkowski, R. Krishnan, and F. Blaabjerg. Control in power electronics - selected problems. Academic Press, an imprint of Elsevier Science, 2002.
13. H. Kubota and K. Matsuse. Speed sensorless field-oriented control of induction motor with rotor resistance adaptation. IEEE Trans. on Ind. App., vol. 30, no. 5, September/October 1994.
14. H. Kubota, K. Matsuse, and T. Nakano. DSP-based speed adaptive flux observer of induction motor. IEEE Trans. on Ind. App., vol. 29, no. 2, March/April 1993.
15. J. Maes and J. A. Melkebeek. Speed-sensorless direct torque control of induction motors using an adaptive flux observer. IEEE Trans. on Ind. App., vol. 36, no. 3, May/June 2000.
16. Texas Instruments Europe. Sensorless control with Kalman filter on TMS320 fixed-point DSP. Literature number: BPRA057, 1997.
17. P. Vas. Artificial-intelligence-based electrical machines and drives: application of fuzzy, neural, fuzzy-neural, and genetic-algorithm-based techniques. Oxford University Press, 1999.
18. P. Vas. Sensorless vector and direct torque control, ser. Monographs in electrical and electronic engineering, vol. 42. Oxford University Press, 1998.
19. M. Zelechowski. Space vector modulated - direct torque controlled (DTC-SVM) inverter-fed induction motor drive. Ph.D. dissertation, Warszaw University of Technology, Faculty of Electrical Engineering, 2005.
20. J. Zhao and B. K. Bose. Neural-network-based waveform processing and delayless filtering in power electronics and AC drives. IEEE Tran. on Ind. Electronics, vol. 51, no. 5, October 2004.