Application of classifiers for on-line monitoring of transformer winding axial displacement by electromagnetic non-destructive testing

Electric Power Components and Systems

Volumn 39, Issue 4, 2011, Pages 387-403

  Hejazi, M A ^a   Gharehpetian, G B ^a   Moradi, G R ^a   Mohammadi, M ^b   Alehoseini, H A ^a  

^a AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

^b SHIRAZ UNIVERSITY   (Iran)

Author keywords

decision tree; electromagnetic non destructive testing; k nearest neighbor; on line monitoring; scattering parameters; transformer winding axial displacement

Indexed keywords

AVERAGE ERRORS; AXIAL DISPLACEMENTS; DECISION TREE CLASSIFIERS; ELECTROMAGNETIC NONDESTRUCTIVE TESTING; K-NEAREST NEIGHBOR METHOD; K-NEAREST NEIGHBORS; ONLINE MONITORING; PHASE OF SCATTERING PARAMETER; REGRESSION ALGORITHMS; SIMPLIFIED MODELS; TEST OBJECT;

CLASSIFIERS; DECISION TREES; ELECTRIC TRANSFORMER TESTING; ELECTROMAGNETISM; NONDESTRUCTIVE EXAMINATION; SCATTERING; SCATTERING PARAMETERS; VOLTAGE MEASUREMENT; WINDING;

TRANSFORMER WINDINGS;

EID: 79951866595     PISSN: 15325008     EISSN: 15325016     Source Type: Journal    
DOI: 10.1080/15325008.2010.528537     Document Type: Article

References (34)

1. Xu, D. K., and Huang, J. H., "On-line monitoring of winding deformation of power trans-former," IEEE Conference on Electrical Insulating Material, pp. 853-856, Kitakyushu, Japan, 19-22November2001.
2. Morched, A. S., Marti, L., Brierly, R. H., and Lackey, J. G., "Analysis of internal winding stresses in EHV generator step-up transformer failures," IEEE Trans. Power Delivery, Vol. 11, No. 2, pp. 888-894, 1996. (Pubitemid 126774334)
3. Christian, J., and Feser, K., "Procedures for detecting winding displacements in power trans-formers by the transfer function method," IEEE Trans. PowerDelivery, Vol. 19, No. 1, pp. 214-220, 2004.
4. Rahimpour, E., Christian, J., Feser, K., and Mohseni, H., "Transfer function method to diagnose axial displacement and radial deformation of transformer windings," IEEE Trans. Power Delivery, Vol. 18, No. 2, pp. 493-505, 2003.
5. Chen, W., Sun, C., Yun, Y., and Xie, Z., "Study on the recognition of transformer winding deformation by using wavelet transform in the LVI method," Intl. Conf. Power Syst. Technol., Vol. 3, pp. 1966-1969, 2002.
6. Leibfried, T., and Feser, K., "Monitoring of power transformers using the transfer function method," IEEE Trans. Power Delivery, Vol. 14, pp. 1333-1341, 1999.
7. Leibfried, T., and Feser, K., "Off-line and on-line monitoring of power transformers using the transfer function method," IEEEIntl. Symp. Elect. Insulat., Vol. 1, pp. 34-37, 1996.
8. Leibfried, T., and Feser, K., "On-line monitoring of transformers by means of the transfer function method," IEEE International Symposium on Electrical Insulation, Pittsburgh, PA, 5-8 June 1994.
9. Tenbohlen, S., Stril, F., Mayer, P., et al., "Experience-based evaluation of benefits of on-line monitoring systems for power transformers," CIGRE Session 2002, Paper 12-110, Paris, 25-30 August 2002.
10. Hejazi, M. A., Gharehpetian, G. B., and Mohammadi, A., "Characterization of on-line monitor-ing oftransformer winding axial displacementusing electromagnetic waves," 15th International Symposium on High Voltage Engineering (ISH 2007), Ljubljana, Slovenia, 27-31 August 2007.
11. Denceux, T., "A fc-nearest neighbor classification rule based on Dempster-Shafer theory," IEEE Trans. Syst. Man Cybernet., Vol. 25, No. 5, pp. 804-813, 1995.
12. Breiman, L., Friedman, J., Olshen, R. A., and Stone, C J., Classification and Regression Trees, Belmont, CA: Wadsworth, 1984.
13. Yeh, C., and Zoughi, R., "A novel microwave method for detection of long surface cracks in metals," IEEE Trans. Instrumentat Meas., Vol. 43, No. 5, pp. 719-725, October 1994.
14. Mazlumi, F., Hesamedin, S. H. H., and Moini, R., "Interaction of rectangular open-ended waveguides with surface tilted long cracks in metals," IEEE Trans. Instrumentat Meas., Vol. 55, No. 6, pp. 719-725, December 2006.
15. Maazi, M., Benzaim, O., Glay, D., and Lasri, T., "Detection and characterization of buried macroscopic cracks inside dielectric materials by microwave techniques and artificial neural networks," IEEE Trans. Instrumentat Meas., Vol. 57, No. 12, pp. 2819-2826, December 2008.
16. Pozar, D. M., Microwave Engineering, 3rd ed., New York, NY: John Wiley & Sons Inc., 2005.
17. Judd, M. D., Yang, L., and Hunter, I. B. B., "Partial discharge monitoring for power transform-ers using UHF sensors Part 1: Sensors and signal interpretation," IEEE Elect. Insulat Mag., Vol. 21, No. 2, pp. 5-14, 2005. (Pubitemid 40556196)
18. Wang, L. J., Wang, X. L., and Chen, Q. C., "Ga-based feature subsetclustering for combination ofmultiple nearestneighbors classifiers," Proc 4th Intl. Conf. Mach. Learn. Cybernet., Vol. 5, pp. 2982-2987, Guangzhou, 2005.
19. Cover, T. M., and Hart, P. E., "Nearest neighbor pattern classification," IEEE Trans. Inform. Theory, Vol. IT-13, pp. 21-27, 1967.
20. Jain, A. K., and Chandrasekaran, R., "Dimensionality and sample size considerations in pattern recognition practice," in Handbook of Statistics, v2, Classification, Pattern Recognition, and Reduction of Dimensionality, P. R. Krishnaiah and L. N. Kanal (Eds.), New York: North-Holland, pp. 835-855, 1982.
21. Panigrahi, B. K., and Pandi, V. R., "Optimal feature selection for classification of power quality disturbances using wavelet packet-based fuzzy fc-nearest neighbor algorithm," IET Generat Transm. Distribut., Vol. 3, No. 3, pp. 296-306, 2009.
22. Parveen, P., and Thuraisingham, B., "Face recognition using multiple classifiers," 18th IEEE International Conference on Tools with Artificial Intelligence, pp. 179-186, Arlington, Virginia, 13-15 November 2006. (Pubitemid 351209518)
23. Dudani, S. A., "The distance-weighted fc-nearest neighbor rule," IEEE Trans. Syst. Man Cybernet., Vol. 6, No. 4, pp. 325-327, 1976.
24. Keller, J. M., Gray, M. R., and Givens, J. A., "A fuzzy fc-nearest neighbor algorithm," IEEE Trans. Syst. Man Cybernet., Vol. 15, No. 4, pp. 580-585, 1985.
25. Zhu, H., and Basir, O., "An adaptive fuzzy evidential nearest neighbor formulation for classify-ing remote sensing images," IEEE Trans. Geosci. Remote Sens., Vol. 43, No. 8, pp. 1874-1889, 2005. (Pubitemid 41329035)
26. Wang, L. J., Wang, X. L., and Chen, Q. C., "Combination of multiple k-NNCS by fuzzy integral," International Conference on Machine Learning and Cybernetics, pp. 1774-1778, Dalian, China, 13-16 August 2006.
27. Karapidakis, E. S., and Hatziargyriou, N. D., "Online preventive dynamic security of isolated power systems using decision trees," IEEE Trans. Power Syst., Vol. 17, No. 2, pp. 297-304, 2002. (Pubitemid 34741690)
28. Tsai, S. T., and Yang, C T., "Decision tree construction for data mining on grid comput-ing," IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'04), pp. 441-447, Taipei, Taiwan, 29-31 March 2004.
29. Quinlan, J. R., C4.5: ProgramsforMachine Learning, San Francisco, CA: Morgan Kaufmann Publishers, 1993.
30. Shang, W., Qu, Y., Zhu, H., Huang, H., Lin, Y., and Dong, H., "An adaptive fuzzy kNN text classifier based on Gini index weight," 11th IEEE Symposium on Computers and Communi-cations, pp. 448-453, Pula-Cagliari, Sardinia, Italy, 26-29 June 2006. (Pubitemid 47130254)
31. Guyon, I., and Elisseeff, A., "An introduction to variable and feature selection," J. Mach. Learn. Res., Vol. 3, pp. 1157-1182, 2003.
32. Borak, J. S., and Strahler, A. H., "Feature selection and land cover classification of a MODIS-like data set for a semiarid environment," Int. J. Remote Sensing, Vol. 20, pp. 919-938, 1999. (Pubitemid 29253249)
33. Karimifard, P., Gharehpetian, G. B., and Tenbohlen, S., "Determination of axial displacement extent based on transformer winding transfer function estimation using vector-fitting method," Eur. Trans. Elect. Power (ETEP), Vol. 18, No. 4, pp. 423-436, 2008.
34. Nirgude, P. M., Ashokraju, D., Rajkumar, A. D., and Singh, B. P., "Application of numerical evaluation techniques for interpreting frequency response measurements in power transform-ers," IETSci. Meas. Technol., Vol. 2, No. 5, pp. 275-285, 2008.