A review of intelligent diagnostic methods for condition assessment of insulation system in power transformers

Proceedings of 2008 International Conference on Condition Monitoring and Diagnosis, CMD 2008

Volumn , Issue , 2008, Pages 1354-1357

  Singh, Amritpal ^a   Verma, P ^b  

^a LOVELY PROFESSIONAL UNIVERSITY   (India)

^b Lovely Institute of Technology   (India)

Author keywords

Artificial neural network and fuzzy logic; Dissolved gas analysis; Expert system; Transformer condition monitoring

Indexed keywords

COMPUTER CIRCUITS; EXPERT SYSTEMS; FUZZY INFERENCE; FUZZY LOGIC; FUZZY NEURAL NETWORKS; INSULATION; OIL FILLED TRANSFORMERS; POWER TRANSFORMERS;

ARTIFICIAL NEURAL NETWORK AND FUZZY LOGIC; CONDITION ASSESSMENTS; DISSOLVED GAS ANALYSES (DGA); DISSOLVED GAS ANALYSIS; INCIPIENT FAULT DIAGNOSIS; INTELLIGENT DIAGNOSTICS; ONLINE CONDITION MONITORING; TRANSFORMER CONDITION MONITORING;

CONDITION MONITORING;

EID: 51849087808     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CMD.2008.4580520     Document Type: Conference Paper

References (32)

1. Duval M., "Dissolved Gas Analysis:It Can Save Your Transformer", IEEE Electrical Insulation Magazine, Vol. 5, No. 6, pp.22_27 (1989)
2. Shroff D. H. and Stannett A. W, "A Review of PaperAgeing in Power Transformers", IEE Proc., part C, Vol.Vol. 132, pp. 312-319 (1985)
3. Oommen T. V. and Arnold L. N, "Cellulose Insulation Materials Evaluated by Degree of Polymerization Measurements", IEEE. Proc. 15th Electrical Electronics Insulation conference, Chicago, IL, USA, pp. 257_261, 1981
4. IEC, "IEC 61198 1993-09, Mineral Insulating Oils Methods for the Determination of 2-furfural and Related Compounds", 1993
5. Rogers R.R, "IEEE and IEC codes to interpret faults in transformers, using gas in oil analysis", IEEE Trans. Electr.Insulation volume 13 (5) 349-354 (1978)
6. IEC Publication 599, "Interpretation of the Analysis of Gases in Transformers and Other Oil-Filled Electrical Equipment in Service", first ed., 1978.
7. "IEEE Guide for the Interpretation of Gases Generated in Oil-Immersed transformers", IEEE Standard C57.104-1991.
8. Dornenburg E., Strittmater W., "Monitoring oil cooling transformers by gas analysis", Brown Boveri Rev. 61 238-274. (1974)
9. Lin C.E., Ling J.M., Huang C.L., "An expert system for transformer fault diagnosis using dissolved gas analysis",IEEE Trans. Power Deliv. Vol. 8 (1) 231-238 (1993).
10. Zhang Y., Ding X., Liu Y., Griffin P.J., "An artificial neural network approach to transformer fault diagnosis",IEEE Trans. PWRD Vol 11 (4) 1836-1841(1996).
11. Wang Z., Liu Y., Griffin P.J., "A combined ANN and expert system tool for transformer fault diagnosis", IEEE Trans. Power Deliv. Vol. 13 (4) 1224-1229 (1998).
12. Zhang G., Yasuoka K., Ishii S., "Application of fuzzy equivalent matrix for fault diagnosis of oil-immersed insulation", Proceedings of the of 13th International Conference on Dielectric Liquids (ICDL'99), Nara, Japan, pp. 400-403 (1999).
13. Su Q., Mi C., Lai L.L., Austin P., "A fuzzy dissolved gas analysis method for the diagnosis of multiple incipient faults in a transformer", IEEE Trans. Power Syst. Vol. 15(2) 593-598 (2000).
14. Dukarm J.J., "Transformer oil diagnosis using fuzzy logic and neural networks", Canadian Conference on Electrical and Computer Engineering, vol. 1, pp. 329-332(1993).
15. Yang H.T., Liao C.C., Chou J.H., "Fuzzy learning vector quantization networks for power transformer condition assessment", IEEE Trans. Dielectr. Insulation, vol.8 (1) (2001).
16. Yanming T., Zheng Q., "DGA based insulation diagnosis of power transformer via ANN", Proceedings of the Sixth Conference on Properties and Applications of Dielectric Materials, pp. 133-136 (1999).
17. Thang K.F., Aggarwal R.K., Esp D.G., McGrail A.J., "Statistical and neural network analysis of dissolved in power transformers", IEE Dielectric Materials, Measurements and Applications Conference Publication, pp.473, (2000)
18. Morais D.R., Rolim J.G., "A hybrid tool for detection of incipient faults in transformers based on the dissolved gas analysis of insulating oil", IEEE Trans. Power Deliv. Vol. 21(2) 673-680 (2006).
19. Chang W.Y., "Expert system for transformer fault diagnosis", J. Taipower's Eng. (551) (1994) 71-86.
20. Chen An-Pin, Lin Chang-Chun, "Fuzzy approaches for fault diagnosis of transformers", Fuzzy Sets and Systems vol.118 pp. 139-151 (2001).
21. Yang Hong-Tzer, Liao Chiung-Chou, "Adaptive fuzzy diagnosis system for dissolved gas analysis of power transformers", IEEE Transaction on Power Delivery,Volume: 14 , Issue: 4, 1342 - 1350 (2002).
22. Patel N K, Khubchandani R K, "ANN based power transformer fault diagnosis", IE(I) Journal-EL (2004)
23. Baumann, W.T. and Rugh, W.J., "Feedback Control of Nonlinear Systems by Extended Linearization. IEEE Transactions on Automatic Control, AC(31), pp. 40-46.(1986).
24. Das, S. and Olurotimi, O. Noise, "Recurrent Neural Networks: The Continuous-time Case", IEEE Transactions on Neural Networks, 9(5), pp. 913-936. (1998).
25. Das, S. and Olurotimi, O. Noise, "Recurrent Neural Networks: The Discrete-time case", IEEE Transactions on Neural Networks, 9(5), pp. 937-946. (1998).
26. Zhang Y., Ding X., Liu Y., Griffin P.J., "An artificial neural network approach to transformer fault diagnosis", IEEE Trans. Power Del. 11 (4) 1836-1841 (1996)
27. Fretheim, T. "Fault Detection and Non-linear Output Observer Designs Using Neural Network Models", Ph.D. thesis, Colorado School of Mines, Engineering Department.2000.
28. Roizman, O. Davydov, V., "Neuro-fuzzy algorithms for power transformers diagnostics", International Conference on Power System Technology, 2000. Proceedings. PowerCon 2000. vol 1, 253 - 258 (2000).
29. Xu, W., Wang, D., Zhou, Z., and Chen, H. 1997. "Fault Diagnosis of Power Transformers: Application of Fuzzy Set Theory, Expert Systems, and Artificial Neural Networks".IEEE Proceedings of Science, Measurement, and Technology, 144(1), pp. 39-44.
30. Ding H., "An expert system for large power transformer fault diagnosis, Expert System application to Power Systems" IV Proceedings, UK, pp-499-502 (1992).
31. Cao L., Chan T., Kong C., "A Universal Neural Expert System with Self Learning Mechanism for DGA of power transformer oil" , International Power Engineering Conference , pp. 355-359 (1995).
32. Wang Z., Liu Y., "A combined ANN and expert systemtool for transformer fault diagnosis", IEEE Transactions on Power Delivery, IEEE Power Engineering Society, NY, pp. 1224-1229 (1998)