Insulation failure detection in transformer winding using cross-correlation technique with ANN and k-NN regression method during impulse test

International Journal of Electrical Power and Energy Systems

Volumn 53, Issue 1, 2013, Pages 209-218

  Rahmatian, M ^a   Vahidi, B ^a   Ghanizadeh, A J ^a   Gharehpetian, G B ^a   Alehosseini, H A ^a  

^a AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

Artificial Neural Network (ANN); Cross correlation; Detailed model; Fault Establishment Time (FET); Insulation failure; k Nearest Neighbors (k NNs)

Indexed keywords

CROSS CORRELATIONS; DETAILED MODELS; FAULT ESTABLISHMENT TIME (FET); INSULATION FAILURES; K-NEAREST NEIGHBORS;

CORRELATION METHODS; ELECTRIC FAULT CURRENTS; INSULATION; NEURAL NETWORKS; REGRESSION ANALYSIS; TRANSFORMER WINDINGS;

FAULT DETECTION;

EID: 84878320160     PISSN: 01420615     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijepes.2013.04.020     Document Type: Article

References (34)

1. Guide to lightning and switching impulse testing of power transformers and reactors. IEC standard. Publication 60076-4; 2002.
2. P. Rajmani, D. Dey, and S. Chakravarti Classification of dynamic insulation failures in transformer winding during impulse test using cross-wavelet transform aided foraging algorithm IET Electr Power Appl 4 9 2010 715 726
3. A. De, and N. Chatterjee Recognition of impulse fault patterns in transformers using Kohonen's self organizing feature map IEEE Trans Power Deliver 17 2002 489 494
4. P. Purkait, and S. Chakravorti Pattern classification of impulse faults in transformer by wavelet analysis IEEE Trans Dielectr Electr Insul 9 2002 555 561
5. P. Purkait, and S. Chakravorti Time and frequency domain analysis based expert system for impulse fault diagnosis in transformers IEEE Trans Dielectr Electr Insul 9 2002 433 445
6. P. Purkait, and S. Chakravorti Impulse fault classification in transformers by fractal analysis IEEE Trans Dielectr Electr Insul 10 2003 109 116
7. A. De, and N. Chtterjee A fauzzy ARTMAP fault classifier for impulse testing for power transformer IEEE Trans Dielectric Electr Insul 11 2004 1023 1036
8. Naderi MS, Gharehpetian GB, Abedi M, Blackburn TR. An experimental investigation and model development for arc discharge during impulse test. In: IEEE 8th intern conf properties and application of dielectric materials, vol. 1; 2006. p. 305-8.
9. S. Arunkumar, V. Sandeep, S. Shankar, M. Gopalakrishnan, K. Udayakumar, and V. Jayasankar Impulse testing of power transformers-a model reference approach IEE Proc Sci Meas Technol 151 2004 25 30
10. T.K. Saha, and P. Purkait Understanding the impact of moisture and thermal aging on transformer's insulation by dielectric response and molecular weight measurements IEEE Trans Dielectr Electr Insul 15 2008 568 582
11. E. Rahimpour, J. Christian, K. Feser, and H. Mohseni Transfer function method to diagnose axial displacement and radial deformation of transformer windings IEEE Trans Power Deliver 18 2003 493 505
12. S. Chandaka, A. Chatterjee, and S. Munshi Cross-correlation aided support vector machine classifier for classification of EEG signals Expert Syst Appl 36 2009 1329 1336
13. S. Chandaka, A. Chatterjee, and S. Munshi Support vector machine employing cross-correlation for emotional speech recognition Measurements 42 2009 611 618
14. C.G. Looney Pattern recognition using neural networks: theory and algorithms for engineers and scientists 1997 Oxford University Press NY
15. T. Cover, and P. Hart Nearest neighbor pattern classification IEEE Trans Info Theory 13 1967 21 27
16. M. Arturi Transient simulation and analysis of a three-phase five-limb step-up transformer following an out-of-phase synchronization IEEE Trans Power Deliver 6 1998 196 207
17. P. Sivester, and M.V.K. Chari Finite element solution of saturable magnetic field problems IEEE Trans Power Apparat Syst PAS-89 1970 1642 1651
18. F.D. Leon, and A. Semlyen Complete transformer model for electro-magnetic transients IEEE Trans Power Deliver 9 1994 231 239
19. A. Gray Absolute measurements in electricity and magnetism 1967 Dover New York
20. A. Miki, T. Hosoya, and K. Okuyama A calculation method for impulse voltage distribution and transferred voltage in transformer windings IEEE Trans Power Apparat Syst PAS-97 1978 930 939
21. K. Karsai, D. Kerenyi, and L. Kiss Large power transformers 1987 Elsevier
22. Bjerkan E. High frequency modeling of power transformers. Dissertation Trondheim university; 2005.
23. Gharehpetian GB. Modeling von transformatorwicklungen zue untersuchung schnellveranderlicher transienter vorgange. Dissertation RWTH Aachen und universitat Tehran; 1996.
24. P. Rajamani, D. Dey, and S. Chakravorti Cross-correlation aided wavelet-network for classification of dynamic insulation failures in transformer winding during impulse test IEEE Trans Dielectric Electr Insul 18 2011 527 532
25. Hejazi MA, Alehosseini HA, Gharehpetian GB. Detection of transformer winding axial displacement using scattering parameter and ANN. In: IEEE int conf on power and, energy; 2010. p. 336-40.
26. Navamany JS, Ghosh PS. Age estimation of cellulose paper insulation in power transformers using ANN. In: IEEE int conf on elec ins & elec manf & coil winding tech; 2003. p. 277-81.
27. F. Sultan, G.W. Swift, and D.J. Fedirchuk Detection of high impedance arcing faults using a multi-layer perceptron IEEE Trans Power Deliver 7 4 1992 1871 1877
28. P.V. Goode, and M.Y. Chow Using a neural/fuzzy system to extract heuristic knowledge of incipient faults in induction motors: Part II-application IEEE Trans Ind Elect 42 2 1995 139 146
29. Ye Z, Wu B, Sadeghian AR. Induction motor mechanical fault online diagnosis with the application of artificial neural network. In: Proc IEEE applied power electronics conf; 2001. p.1015-20.
30. Wang LJ, Wang XL, Chen QC. GA-based feature subset clustering for combination of multiple nearest neighbors classifiers. In: Proc int conf machine learning and cybernetics, vol. 5; 2005. p. 2982-7.
31. K. Panigrahi, and V.R. Pandi Optimal feature selection for classification of power quality disturbances using wavelet packet-based fuzzy k-nearest neighbor algorithm IET Gener Transm Distrib 3 2009 296 306
32. Parveen P, Thuraisingham B. Face recognition using multiple classifiers. In: 18th IEEE int conf tools with artificial intelligence, ICTAI; 2006. p. 179-86.
33. Wang LJ, Wang XL, Chen QC. Combination of multiple k-NNCS by fuzzy integral. In: Int conf machine learning and cybernetics; 2006. p. 1774-8.
34. M.A. Hejazi, G.B. Gharehpetian, G. Moradi, H.A. Alehosseini, and M. Mohammadi Online monitoring of transformer winding axial displacement and its extent using scattering parameters and k-nearest neighbors method IET Gener Transm Distrib 5 8 2011 824 832