Vibration monitoring of electric generators without sensor dedicated

作者: Petronio Vieira , Miguel Angel Sanz Bobi , Cristiane Ruiz Gomes , Herminio Simoes Gomes , Miguel Pacheco do Nascimento

DOI: 10.1109/ICIT.2010.5472760

关键词:

摘要: This paper describes a method for on-line condition monitoring of rotating electric generators without need installed sensors dedicated. sensorless has been based on continuous vibration using neural networks the classification bearing failures experimentally induced. The results obtained have an error less than 0,5% confirming validity proposed.

参考文章(11)
Ren Da, Ching-Fang Lin, Failure diagnosis using the state chi-square test and the ARTMAP neural networks advances in computing and communications. ,vol. 5, pp. 3279- 3283 ,(1995) , 10.1109/ACC.1995.532209
Wei Zhou, Thomas G. Habetler, Ronald G. Harley, Stator Current-Based Bearing Fault Detection Techniques: A General Review ieee international symposium on diagnostics for electric machines, power electronics and drives. pp. 7- 10 ,(2007) , 10.1109/DEMPED.2007.4393063
Amine Yazidi, Laurent Capocchi, Humberto Henao, Gerard-Andre Capolino, Dominique Federici, Comparative study of two modelling implementation methods of a wound-rotor induction machine: Simulation, fault diagnosis and validation ieee international symposium on diagnostics for electric machines, power electronics and drives. pp. 1- 7 ,(2009) , 10.1109/DEMPED.2009.5292749
Clyde V. Maughan, P.E. Emeritus, Generator condition monitor evolution and capability electrical insulation conference. pp. 52- 56 ,(2007) , 10.1109/EEIC.2007.4562587
Zhenyuan Wang, Yilu Liu, P.J. Griffin, Neural net and expert system diagnose transformer faults IEEE Computer Applications in Power. ,vol. 13, pp. 50- 55 ,(2000) , 10.1109/67.814667
Hua Su, Kil To Chong, Induction Machine Condition Monitoring Using Neural Network Modeling IEEE Transactions on Industrial Electronics. ,vol. 54, pp. 241- 249 ,(2007) , 10.1109/TIE.2006.888786
Rui-Xin Li, Dong-Feng Wang, Pu Han, Jun Zhang, Fault diagnosis of turbo-generator based on RBF neural networks international conference on machine learning and cybernetics. ,vol. 5, pp. 3125- 3129 ,(2003) , 10.1109/ICMLC.2003.1260116
H.A. Toliyat, N.A. Al-Nuaim, Simulation and detection of dynamic air-gap eccentricity in salient pole synchronous machines ieee industry applications society annual meeting. ,vol. 1, pp. 255- 262 ,(1997) , 10.1109/IAS.1997.643036
G.S Maruthi, K. Panduranga Vittal, Electrical Fault Detection in Three Phase Squirrel Cage Induction Motor by Vibration Analysis using MEMS Accelerometer international conference on power electronics and drive systems. ,vol. 2, pp. 838- 843 ,(2005) , 10.1109/PEDS.2005.1619804