Stator and rotor resistance observers for induction motor drive using fuzzy logic and artificial neural networks

IEEE Transactions on Energy Conversion

Volumn 20, Issue 4, 2005, Pages 771-780

  Karanayil, Baburaj ^a   Rahman, Muhammed Fazlur ^a   Grantham, Colin ^a  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

Artificial neural networks (ANNs); Fuzzy logic; Induction motor drives; Parameter identification

Indexed keywords

COMPUTER SIMULATION; ELECTRIC DRIVES; ELECTRIC RESISTANCE; FUZZY SETS; IDENTIFICATION (CONTROL SYSTEMS); MATHEMATICAL MODELS; NEURAL NETWORKS; ROTORS; STATORS;

CURRENT MODEL; FUZZIFICATION; INDUCTION MOTOR DRIVES; ROTOR FLUXES; ROTOR RESISTANCE; VOLTAGE MODEL;

INDUCTION MOTORS;

EID: 29244474086     PISSN: 08858969     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEC.2005.853761     Document Type: Article

References (20)

1. R. Krishnan and A. S. Bharadwaj, "A review of parameter sensitivity and adaptation in indirect vector controlled induction motor drive systems," IEEE Trans. Power Electron., vol. 6, no. 4, pp. 623-635, Oct. 1991.
2. R. D. Lorenz and D. B. Lawson, "A simplified approach to continuous on-line tuning of field oriented Induction motor drives," IEEE Trans. Ind. Appl., vol. 26, no. 3, pp. 420-424, May/Jun. 1990.
3. T. Rowan, R. Kerkman, and D. Leggate, "A simple on-line adaptation for indirect field orientation of an induction machine," IEEE Trans. Ind. Appl., vol. 37, no. xx, pp. 720-727, Jul./Aug. 1991.
4. C. C. Chan and H. Wang, "An effective method of rotor resistance identification for high performance induction motor vector control," IEEE Trans. Ind. Electron., vol. 37, no. 6, pp. 477-482, Dec. 1990.
5. J. Holtz and T. Thimm, "Identification of the machine parameters in a vector-controlled induction motor drive," IEEE Trans. Ind. Appl., vol. 27, no. 6, pp. 1111-1118, Nov./Dec. 1991.
6. H. Sugimoto and S. Tamai, "Secondary resistance identification of an induction motor applied model reference adaptive system and its characteristics," in Proc. Conf. Rec. IEEE-IAS Annu. Meeting, 1985, pp. 613-620.
7. L. Zhen and L. Xu, "A mutual MRAS identification scheme for position sensorless field orientation control of induction motors," in Proc. Conf. Rec. IEEE-IAS Annu. Meeting, 1995, pp. 159-165.
8. T. Nouguchi, S. Kondo, and I. Takahashi, "Field-oriented control of an induction motor with robust on-line tuning of its parameters," IEEE Trans. Ind. Appl., vol. 33, no. 1, pp. 35-42, Jan./Feb. 1997.
9. R. Marino, S. Peresada, and P. Valigi, "Adaptive input-output linearizing control of induction motors," IEEE Trans. Autom. Control, vol. 38, no. 2, pp. 208-221, Feb. 1993.
10. R. Marino, S. Peresada, and P. Tomei, "Global adaptive output feedback control of induction motors with uncertain rotor resistance," IEEE Trans. Autom. Control, vol. 44, no. 5, pp. 967-983, May 1999.
11. T. Matsuo and T. A. Lipo, "A rotor parameter identification scheme for vector controlled induction motor drives," IEEE Trans. Ind. Appl., vol. 21, no. 3, pp. 624-632, May/Jun. 1985.
12. L. C. Zai and T. A. Lipo, "An extended kalman filter approach in rotor time constant measurement in PWM induction motor drives," in Proc. Conf. Rec. IEEE-IAS Annu. Meeting, 1987, pp. 177-183.
13. D. Atkinson, P. Acamley, and J. Finch, "Observers for induction motor drives," IEEE Trans. Ind. Electron., vol. 27, no. xx, pp. 177-183, Dec. 1991.
14. R. J. Kerkman, B. J. Seibel T. M. Rowan, and D. Schlegel, "A new flux and stator resistance identifier for AC drive systems," in Proc. Conf. Rec. IEEE-IAS Annu. Meeting, 1995, pp. 310-318.
15. T. G. Habetler, F. Profumo, G. Griva, M. Pastorelli, and A. Bettini, "Stator resistance tuning in a stator-flux field-oriented drive using an instantaneous hybrid flux estimator," IEEE Trans. Power Electron., vol. 13, no. 1, pp. 125-133, Jan. 1998.
16. X. Yu, M. W. Dunnigan, and B. W. Williams, "A novel rotor resistance identification method for an indirect rotor flux - Oriented controlled induction motor drive system," IEEE Trans. Power Electron., vol. 17, no. 3, pp. 353-364, May 2002.
17. B. Karanayil, M. F. Rahman, and C. Grantham, "Rotor resistance identification using artificial neural networks for an indirect vector controlled induction motor drive," in Proc. 27th Annu. Conf. Industrial Electronics Society, IECON2001, vol. 2, Denver, CO, Nov. 29-Dec. 2, pp. 1315-1320.
18. K. Funahashi, "On the approximate realization of continuous mappings by neural networks," IEEE Trans. Neural Networks, vol. 2, no. 3, pp. 183-192, 1989.
19. K. Hornik, M. Stinchcombe, and H. White, "Multilayer feedforward networks are universal approximations," IEEE Trans. Neural Networks, vol. 2, no. 5, pp. 359-366, Jul. 1989.
20. FuzzyTECH5.3 User's Manual, 1999. Inform Software Corporation Germany.