Neural approach for bearing fault classification in induction motors by using motor current and voltage

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2014, Pages 2087-2092

  Godoy, W F ^a   Da Silva, I N ^a   Goedtel, A ^b   Palacios, R H C ^a   Gongora, W S ^c  

^a UNIVERSITY OF SÃO PAULO   (Brazil)

^b UTFPR University   (Brazil)

^c Assis Chateaubriand   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

INTELLIGENT SYSTEMS; NEURAL NETWORKS;

BEARING FAILURES; BEARING FAULT; INDUSTRIAL PROCESSS; MANUFACTURING PROCESS; MOTOR CURRENTS; THREE PHASE INDUCTION MOTOR; TIME DOMAIN;

INDUCTION MOTORS;

EID: 84908491252     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2014.6889664     Document Type: Conference Paper

References (23)

1. M. Suetake, "Intelligent Systems for Fault Diagnosis in Tree Phase Induction Motors" (in Portuguese), Ph. D. thesis, São Carlos School of Engineering, University of São Paulo, 2012.
2. Abraman, "The situation of Brazilian maintenance - National document 2011" (in Portuguese). 26° Congresso Brasileiro de Manutenção, pp. 1-8, 2011
3. L. M. Baccarini, B. R. Menezes, and W. M. Caminhas, "Fault induction dynamic model, suitable for computer simulation: Simulation results and experimental validation", Mechanical Systems and Signal Processing Journal, vol 24, pp. 300-311, 2010.
4. a edition, Rio de Janeiro, 1991.
5. R. Araújo, R. Rodrigues, H. Paula, and L. Baccarini, "Premature wear and recurring bearing failures in three-phase induction motors: a case study", IEEE Latin America Transactions, vol 9, no 4, pp. 528-533, 2011.
6. N. Muthuselvan, S. Dash, and P. Somasundaram, "A high performance induction motor drive system using fuzzy logic controller", TENCON 2006. IEEE Region 10 Conference, pp. 1-4, 2006.
7. A. Goedtel, "Neural speed estimator for three phase induction motors" (in Portuguese), Ph. D. thesis, São Carlos School of Engineering, University of São Paulo, 2007.
8. T. H. Santos, A. Goedtel, I. N. Silva, and M. Suetake, "A neural speed estimator in threephase induction motors powered by a driver with scalar control", Power Electronics Conference (COBEP), 2011 Brazilian, pp. 44-49, 2011.
9. Y. Sayouti, A. Abbou, M. Akherraz, and H. Mahmoudi, "Sensor less low speed control with ann mras for direct torque controlled induction motor drive", International Conference on Power Engineering, Energy and Electrical Drives (POWERENG), 2011, pp. 1-5, 2011.
10. B. Samanta, and K. Al-Balushi, "Artificial neural network based fault diagnostics of rolling element bearings using time-domain features", Mechanical Systems and Signal Processing 17(2):317-328, 2003.
11. B. Sreejith, A. Verma, and A. Srividya, "Fault diagnosis of rolling element bearing using time-domain features and neural networks", Third international Conference on Industrial and Information Systems, ICIIS 2008. IEEE Region 10, pp. 1-6, 2008.
12. V. Ghate, and S. Dudul, "Fault diagnosis of three phase induction motor using neural network techniques", International Conference on Emerging Trends in Engineering and Technology (ICETET), 2009 2nd, pp. 922-928, 2009.
13. M. Seera, C. P. Lim, D. Ishak, and H. Singh, "Fault detection and diagnosis of induction motors using motor current signature analysis and a hybrid fmm - cart model", IEEE Transactions on Neural Networks and Learning Systems, 23(1):97-108, 2012.
14. Y. M. Chow, P. M. Mangun, S. O. Yee, "A neural network approach to real-time condition monitoring of induction motors". IEEE Transactions on Industrial Eletronics, vol. 38, no 6, pp. 448-453, 1991.
15. R. A. L. Faraco, P. P. J. Costa, and F. R. B. Cruz, "Error minimization in the Backpropagation algorithm applied to the problem of motor maintenance" (in Portuguese), Pesquisa Operacional v. 18, no 1, pp. 21-36, 1998.
16. A. Bellini, F. Filippetti, C. Tassoni, and A. G. Capolino, "Advances in diagnostic techniques for induction machines", IEEE Transactions on Industrial Eletronics, vol. 55, no 12, pp. 4109-4126, 2008.
17. O. Thorsen, and M. Dalva, "A survey of faults on induction motors in offshore oil industry, petrochemical industry, gas terminals and oil refineries". In: 41st Annual Petroleum and Chemical Industry Conference, 1994. Record of Conference Papers, Institute of Electrical and Electronics Engineers Incorporated Industry Applications Society. [S.l.: s.n.], pp. 1-9, 1994.
18. C. T. Kowalski, and T. Orlowska-Kowalska, "Neural networks application for induction motor faults diagnosis", Mathematics and Computers in Simulation 63(3-5):435-448, 2003.
19. T. Han, B.-S. Yang, and Z.-J. Yin, "Feature based fault diagnosis system of induction motors using vibration signal", Journal of Quality in Maintenance Engineering, Vol. 13, pp. 163-175, 2007.
20. R. Araujo, R. Rodrigues, H. Paula, and L. Baccarini, "Premature wear of bearings and recurring failures of a three-phase induction motor: Case Study" (in Portuguese), Industry Applications (INDUSCON), 2010 9th IEEE/IAS International Conference on, pp. 1-6, 2010.
21. a edition, Porto Alegre: Bookman, 2001.
22. a edition, São Paulo: Artliber, 2010.
23. C. F. Nascimento, Jr. A. A. Oliveira, A. Goedtel, and P. J. A. Serni, "Harmonic identification using parallel neural networks in single-phase systems", Applied Soft Computing 11(2):2178-2185.