Artificial neural network application in estimation of dissolved gases in insulating mineral oil from physical-chemical datas for incipient fault diagnosis

2009 15th International Conference on Intelligent System Applications to Power Systems, ISAP '09

Volumn , Issue , 2009, Pages

  Barbosa, Fábio R ^a   Almeida, Otacílio M ^a   Braga, Arthur P S ^a   Tavares, Cícero M ^a   Amora, Márcio A B ^a   Aragão, Francisco A P ^a   Braga, Paulo R O ^a   Lima, Sergio S ^a  

^a FEDERAL UNIVERSITY OF CEARÁ   (Brazil)

Author keywords

Artificial neural network; Chromatograph; Incipient failures; Physical chemical; Transformers

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CHROMATOGRAPHIC TESTS; COMPLEX PROBLEMS; DISSOLVED GAS; DYNAMIC MODELING; INCIPIENT FAULT DIAGNOSIS; LOWER COST; NON-LINEARITY; OPERATION CONDITIONS; PHYSICAL-CHEMICAL ANALYSIS; PHYSICAL-CHEMICAL TESTS; POWER UTILITY; THERMAL FAULTS;

BEARINGS (MACHINE PARTS); CHEMICAL EQUIPMENT; CHROMATOGRAPHIC ANALYSIS; COST BENEFIT ANALYSIS; DISSOLUTION; FAILURE (MECHANICAL); FAILURE ANALYSIS; INSULATING OIL; INTELLIGENT SYSTEMS; MINERAL OILS; OIL FILLED TRANSFORMERS; POWER TRANSFORMERS; TRANSFORMER SUBSTATIONS;

NEURAL NETWORKS;

EID: 76549137195     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISAP.2009.5352919     Document Type: Conference Paper

References (20)

1. ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS - ABNT. NBR 7274: Interpretação da Análise dos Gases de Transformadores em Serviço. Rio de Janeiro, RJ, 1982.
2. ALMEIDA, O. M.; BARBOSA, F. R.; AMORA, M. A. B.; BRAGA, P. R. O. Diagnóstico de Transformadores Utilizando Monitoramento Online. Anais do XII ERIAC - Encontro Regional Ibero-Americano do CIGRÈ, Foz do Iguaçu, PR, 2007.
3. BARBOSA, F. R. Monitoramento on-line e diagnóstico inteligente da qualidade dielétrica do isolamento líquido de transformadores de potência. Dissertação de Mestrado, UFC/CT/DEE - Departamento de Energia Elétrica, Fortaleza, CE, 2008.
4. CARGOL, T. A Overview of On-Line Oil Monitoring Technologies. Fourth Annual Weidmann-ACTI Technical Conference, San Antonio, USA, 2005.
5. FERGUSON, R.; LOBEIRAS, A.; SABOU, J. Suspended Particles in the Liquid Insulation of Aging Power Transformers. IEEE Electrical Insulation Magazine. vol. 18, v. 4, pp. 17-23, 2002.
6. a ed., Porto Alegre, RS, Bookman, 2001.
7. INTERNATIONAL ELECTROTECHNICAL COMMISSION - IEC 60599. Mineral Oil-Impregnated Electrical Equipment in Service - Guide to the Interpretation of Dissolved and Free Gases Analysis. Geneva, Switzerland, 2. ed., 1999.
8. IEEE Guide for the Interpretation of Gases Generated in Oil-Immersed Transformers, IEEE Std C57.104-1991, 1991.
9. IMAMURA, M. M.; SILVA, I. N.; SOUZA, A. N. Uma Abordagem Neural para Análise dos Gases Dissolvidos em Óleo Isolante em Função das Grandezas Físico-Químicas. Anais do XIII CONGRESSO BRASILEIRO DE AUTOMÁTICA - CBA 2000, Florianópolis, pp. 2288-2293, 2000.
10. JANG, J. S. R. ANFIS: Adaptive - Network - based Fuzzy Inference Systems, IEEE Transactions on Systems, Man and Cybernetics, Vol. 23, No. 3, pp. 665 - 85, 1993.
11. JANG, J. S. R.; SUN, C. T. Neuro-fuzzy Modeling and Control, Proceedings of the IEEE, 1995.
12. LIMA, S. E. U. Diagnóstico Inteligente de Falhas Incipientes em Transformadores de Potência Utilizando a Análise dos Gases Dissolvidos em Óleo. Dissertação de Mestrado, UFC/CT/DEE - Departamento de Energia Elétrica, Fortaleza, CE, 2005.
13. MILASCH, M. Manutenção de Transformadores em Líquido Isolante. Edgar Blücher, São Paulo, SP, 1984.
14. PARASKEVAS, C. D.; VASSILIOU, P.; DERVOS, C. T. Temperature Dependent Dielectric Spectroscopy in Frequency Domain of Highvoltage Transformer Oils Compared to Physicochemical Results, IEEE Transactions on Dielectrics and Electrical Insulation, vol. 13, no. 3, pp. 539-546, 2006.
15. PEYRAQUE, L.; BEROUAL, A.; BURET, F. Static Electrification of Pressboard/Oil Interface and Transient Phenomena. IEEE Transactions on Dielectrics and Electrical Insulation, vol. 5, no. 3, pp. 443-449, 1998.
16. RUMMELHART, D., HINTON, W. Learning Internal Representations by Error Propagation. In: Parallel Distributed Processing - MIT Press, Cambridge, MA, 1986.
17. VAN BOLHUIS, J. P.; GULSKI, E.; SMIT, J. J. Monitoring and Diagnostic of Transformer Solid Insulation. IEEE Transactions on Power Delivery, vol. 17, no. 3, p. 528-536, 2002.
18. WANG, M.; VANDERMAAR, A. J.; SRIVASTAVA, K. D. Review of Condition Assessment of Power Transformers in Service. IEEE Electrical Insulation Magazine, vol. 18, no. 6, pp. 12-25, 2002.
19. ZAENGL, W. S. Dielectric Spectroscopy in Time and Frequency Domain for HV Power Equipment, Part I: Theoretical Considerations, IEEE Electrical Insulation Magazine vol. 19, no. 5, pp 5-19, 2003.
20. ZIRBES, R.; ROLIM, J. G.; ZÜRN, H. H. Metodologias para Avaliação e Diagnóstico do Estado de Isolamentos de Papel Impregnado com Óleo Mineral. SBA Controle & Automação, vol. 16, no. 3, pp. 318-331, 2005.