An adaptive kalman filtering approach to induction machine stator winding temperature estimation based on a hybrid thermal model

Conference Record - IAS Annual Meeting (IEEE Industry Applications Society)

Volumn 1, Issue , 2005, Pages 2-9

  Gao, Zhi ^a   Habetler, Thomas G ^a   Harley, Ronald G ^a   Colby, Roy S ^b  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^b Center for Innovation and Technology   (United States)

Author keywords

Adaptive Kalman filtering; Hybrid thermal model; Induction machines; Input estimation; Motor overload protection; Noise identification; Temperature estimation

Indexed keywords

ADAPTIVE KALMAN FILTERING; HYBRID THERMAL MODEL; INDUCTION MACHINES; INPUT ESTIMATION; MOTOR OVERLOAD PROTECTION; NOISE IDENTIFICATION; TEMPERATURE ESTIMATION;

ACOUSTIC NOISE; KALMAN FILTERING; MATHEMATICAL MODELS; PARAMETER ESTIMATION; TEMPERATURE MEASUREMENT;

ADAPTIVE CONTROL SYSTEMS;

EID: 33745913318     PISSN: 01972618     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IAS.2005.1518284     Document Type: Conference Paper

References (20)

1. A. H. Bonnett and G. C. Soukup, "Cause and analysis of stator and rotor failures in three-phase squirrel-cage induction motors," IEEE Trans. Ind. Appl., vol. 28, pp. 921-937, 1992.
2. Information Guide for General Purpose Industrial AC Small and Medium Squirrel-Cage Induction Motor Standards, NEMA Standard MGI-2003, Aug. 2003.
3. S. F. Farag, R. G. Bartheld, and W. E. May, "Electronically enhanced low voltage motor protection and control," IEEE Trans. Ind. Appl., vol. 30, pp. 776-784, 1994.
4. S. E. Zocholl, "Motor analysis and thermal protection," IEEE Trans. PowerDeliv., vol. 5, pp. 1275-1280, 1990.
5. S. B. Lee and T. G. Habetler, "An online stator winding resistance estimation technique for temperature monitoring of line-connected induction machines," IEEE Trans. Ind. Appl., vol. 39, pp. 685-694, 2003.
6. S. B. Lee and T. G. Habetler, "A remote and sensorless thermal protection scheme for small line-connected ac machines," IEEE Trans. Ind. Appl, vol. 39, pp. 1323-1332, 2003.
7. S. B. Lee, T. G. Habetler, R. G. Harley, and D. J. Critter, "An evaluation of model-based stator resistance estimation for induction motor stator winding temperature monitoring," IEEE Trans. Energy Convers., vol. 17, pp. 7-15, 2002.
8. D. A. Paice, "Motor thermal protection by continuous monitoring of winding resistance," IEEE Trans. Ind. Electron. Control Instrum., vol. IECI-27, no. 3, pp. 137-141, 1980.
9. R. Beguenane and M. E. H. Benbouzid, "Induction motors thermal monitoring by means of rotor resistance identification," IEEE Trans. Energy Convers., vol. 14, pp. 566-570, 1999.
10. R. K. Mehra, "On the identification of variances and adaptive Kalman filtering," IEEE Trans. Autom. Control, vol. AC-15, pp. 175-184, 1970.
11. H. A. Toliyat and G. B. Kliman, Handbook of Electric Motors, (2nd ed.) New York: Marcel Dekker, 2004.
12. P. H. Mellor, D. Roberts, and D. R. Turner, "Lumped parameter thermal model for electrical machines of TEFC design," IEE Proc. - Electr. Power Appl, vol. 138, pp. 205-218, 1991.
13. Z. Gao, T. G. Habetler, and R. G. Harley, "An online adaptive stator winding temperature estimator based on a hybrid thermal model for induction machines," in Proc. 2005 IEEE International Electric Machines and Drives Conf, pp. 754-761.
14. I. Boldea and S. A. Nasar, The Induction Machine Handbook, Boca Raton: CRC Press, 2002, p. 406.
15. J. F. Moreno, F. P. Hidalgo and M. D. Martinez, "Realisation of tests to determine the parameters of the thermal model of an induction machine," IEE Proc. -Electr. Power Appl, vol. 148, pp. 393-397, 2001.
16. G. F. Franklin, J. D. Powell, and M. L. Workman, Digital Control of Dynamic Systems. (3rd ed.) Menlo Park, Calif: Addison-Wesley, 1998, pp. 106-108.
17. Z. Gao, T. G. Habetler, and R. G. Harley, "A robust rotor temperature estimator for induction machines in the face of changing cooling conditions and unbalanced supply," in Proc. 2005 IEEE International Electric Machines and Drives Conf, pp. 591-596.
18. S. Haykin, Adaptive Filter Theory. (2nd ed.) Englewood Cliffs, NJ: Prentice Hall, 1991, pp. 95-96.
19. M. H. Hayes, Statistical Digital Signal Processing and Modeling. New York: Wiley, 1996, pp. 371-380.
20. T. Kailath, "An innovations approach to least-squares estimation-Part I: Linear filtering in additive white noise," IEEE Trans. Autom. Control, vol. AC-13, pp. 646-655, 1968.