A simple state-based prognostic model for railway turnout systems

IEEE Transactions on Industrial Electronics

Volumn 58, Issue 5, 2011, Pages 1718-1726

  Eker, Omer Faruk ^a   Camci, Fatih ^b   Guclu, Adem ^a   Yilboga, Halis ^a   Sevkli, Mehmet ^a   Baskan, Saim ^a  

^a FATIH UNIVERSITY   (Turkey)

^b MELIKSAH UNIVERSITY   (Turkey)

Author keywords

Diagnostic expert system; failure analysis; fault diagnosis; forecasting; prognostics; rail transportation maintenance; railway turnouts; remaining useful life estimation; time series

Indexed keywords

DIAGNOSTIC EXPERT SYSTEM; FAULT DIAGNOSIS; PROGNOSTICS; RAIL TRANSPORTATION MAINTENANCE; RAILWAY TURNOUTS; REMAINING USEFUL LIVES;

CRITICAL INFRASTRUCTURES; ELECTROMECHANICAL DEVICES; ESTIMATION; EXPERT SYSTEMS; FAILURE ANALYSIS; FORECASTING; MAINTENANCE; RAILROAD TRANSPORTATION; RAILROADS; RAILS; TIME SERIES; TIME SERIES ANALYSIS;

QUALITY ASSURANCE;

EID: 79954564708     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2010.2051399     Document Type: Article

References (38)

1. EU Corporate Responsibility Report, 2005.
2. Directive 2001/12/EC of the European Parliament and of the Council of 26 February 2001 amending Council Directive 91/440/EEC on the development of the Community's railways Official, L75 of 15 March 2001, SIN 1012-9200.
3. Directive 2001/13/EC of the European Parliament and of the Council of 26 February 2001 amending Council Directive 95/18/EC on the licensing of railway undertaking, L75 of 15 March 2001, SIN 1012-9200.
4. Directive 2001/14/EC of the European Parliament and of the Council of 26 February 2001 amending Council Directive 91/440/EEC on the allocation of railway infrastructure capacity and the levying of charges for the use of railway infrastructure and safety certification, L75 of 15 March 2001, SIN 1012-9200.
5. F. P. Garcia Marquez, W. R. Lewis, M. A. Tobias, and C. Roberts, "Life cycle costs for railway condition monitoring," Transport Res. Part E, vol. 44, no. 6, pp. 1175-1187, Nov. 2008.
6. F. P. Garcia Marquez, P. Weston, and C. Roberts, "Failure analysis and diagnostics for railway trackside equipment," Eng. Failure Anal., vol. 14, no. 8, pp. 1411-1426, Dec. 2007. (Pubitemid 46959173)
7. A. K. S. Jardine, D. Lin, and D. Banjevic, "A review on machinery diagnostics and prognostics implementing condition-based maintenance," Mech. Syst. Signal Process., vol. 20, no. 7, pp. 1483-1510, Oct. 2006.
8. F. Camci and R. B. Chinnam, Process Monitoring, Diagnostics and Prognostics in Machining Processes. Saarbrücken, Germany: LAP Lambert Acad. Publ., Jan. 2010.
9. W. Yang, P. J. Tavner, C. J. Crabtree, and M. Wilkinson, "Cost-effective condition monitoring for wind turbines," IEEE Trans. Ind. Electron., vol. 57, no. 1, pp. 263-271, Jan. 2010.
10. A. Khezzar, M. El Kamel Oumaamar, M. Hadjami, M. Boucherma, and H. Razik, "Induction motor diagnosis using line neutral voltage signatures," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4581-4591, Nov. 2009.
11. F. Immovilli, M. Cocconcelli, A. Bellini, and R. Rubini, "Detection of generalized-roughness bearing fault by spectral-kurtosis energy of vibration or current signals," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4710-4717, Nov. 2009.
12. Z. Pinjia, D. Yi, D. Jing, T. G. Habetler, and L. Bin, "Impaired-coolingcondition detection using DC-signal injection for soft-starter-connected induction motors," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4642-4650, Nov. 2009.
13. S. H. Kia, H. Henao, and G. A. Capolino, "Torsional vibration effects on induction machine current and torque signatures in gearbox-based electromechanical system," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4689-4699, Nov. 2009.
14. M. Pineda-Sanchez, M. Riera-Guasp, J. A. Antonino-Daviu, J. Roger-Folch, J. Perez-Cruz, and R. Puche-Panadero, "Instantaneous frequency of the left sideband harmonic during the start-up transient: A new method for diagnosis of broken bars," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4557-4570, Nov. 2009.
15. J. Guzinski, M. Diguet, Z. Krzeminski, A. Lewicki, and H. Abu-Rub, "Application of speed and load torque observers in high-speed train drive for diagnostic purposes," IEEE Trans. Ind. Electron., vol. 56, no. 1, pp. 248-256, Jan. 2009.
16. A. Stefani, A. Bellini, and F. Filippetti, "Diagnosis of induction machines' rotor faults in time-varying conditions," IEEE Trans. Ind. Electron., vol. 56, no. 11, pp. 4548-4556, Nov. 2009.
17. S. M. A. Cruz, A. Stefani, F. Filippetti, and A. J. M. Cardoso, "A new model-based technique for the diagnosis of rotor faults in RFOC induction motor drives," IEEE Trans. Ind. Electron., vol. 55, no. 12, pp. 4218-4228, Dec. 2008.
18. S. H. Kia, H. Henao, and G. A. Capolino, "Mechanical transmission and torsional vibration effects on induction machine stator current and torque in railway traction systems," in Conf. Rec. 1st ECCE, San Jose, CA, Sep. 21-24, 2009, pp. 3182-3187, [CD-ROM].
19. S. H. Kia, H. Henao, and G. A. Capolino, "Torsional vibration assessment in railway traction system mechanical transmission," in Proc. Int. SDEMPED, Cargese, France, Aug. 31-Sep. 3, 2009, pp. 1-8, [CD-ROM].
20. S. H. Kia, H. Henao, and G. A. Capolino, "Mechanical health assessment of a railway traction system," in Proc. IEEE MELECON, Ajaccio, France, May 5-7, 2008, pp. 453-458.
21. F. P. G. Marquez, F. Schmid, and J. C. Collado, "A reliability centered approach to remote condition monitoring: A railway points case study," Reliab. Eng. Syst. Saf., vol. 80, no. 1, pp. 33-40, Apr. 2003.
22. F. P. G. Marquez, D. J. P. Tercero, and F. Schmid, "Unobserved component models applied to the assessment of wear in railway points: A case study," Eur. J. Oper. Res., vol. 176, no. 3, pp. 1703-1712, Feb. 2007. (Pubitemid 44592627)
23. C. Roberts, H. P. B. Dassanayake, N. Lehrasab, and C. J. Goodman, "Distributed quantitative and qualitative fault diagnosis: Railway junction case study," Control Eng. Pract., vol. 10, no. 4, pp. 419-429, Apr. 2002. (Pubitemid 34412436)
24. F. P. G. Marquez and F. Schmid, "A digital filter based approach to the remote condition monitoring of railway turnouts," Reliab. Eng. Syst. Saf., vol. 92, no. 6, pp. 830-840, Jun. 2007. (Pubitemid 46135957)
25. V. Atamuradov, F. Camci, S. Baskan, and M. Sevkli, "Failure diagnostics for railway point machines using expert systems," in Proc. 7th IEEE Int. Symp. Diagnostics Electr. Mach., Power Electron. Drives, Cargese, France, 2009, pp. 1-5.
26. F. P. G. Marquez, C. Roberts, and A. M. Tobias, "Railway point mechanisms: Condition monitoring and fault detection," Proc. IMechE, Part F: J. Rail Rapid Transit, vol. 224, no. 1, pp. 35-44, 2010, DOI: 10.1243/09544097JRRT289.
27. C. Kwan, X. Zhang, R. Xu, and L. Haynes, "A novel approach to fault diagnostics and prognostics," in Proc. IEEE ICRA, Sep. 2003, vol. 1, no. 3, pp. 604-609.
28. F. Camci and R. B. Chinnam, "Health-state estimation and prognostics in machining processes," IEEE Trans. Autom. Sci. Eng., vol. 7, no. 3, pp. 581-597, Jul. 2010, DOI: 10.1109/TASE.2009.2038170.
29. Y. Xiong, X. Cheng, Z. J. Shen, C. Mi, H. Wu, and V. K. Garg, "Prognostic and warning system for power-electronic modules in electric, hybrid electric, and fuel-cell vehicles," IEEE Trans. Ind. Electron., vol. 55, no. 6, pp. 2268-2276, Jun. 2008.
30. M. Dong and D. He, "A segmental hidden semi-Markov model (HSMM)-based diagnostics and prognostics framework and methodology," Mech. Syst. Signal Process., vol. 21, no. 5, pp. 2248-2266, Jul. 2007. (Pubitemid 46566399)
31. P. Baruah and R. B. Chinnam, "HMMs for diagnostics and prognostics in machining processes," Int. J. Prod. Res., vol. 43, no. 6, pp. 1275-1293, Mar. 2005. (Pubitemid 41633077)
32. R. B. Chinnam and P. Baruah, "Autonomous diagnostics and prognostics in machining processes through competitive learning-driven HMM-based clustering," Int. J. Prod. Res., vol. 47, no. 23, pp. 6739-6758, Aug. 2009.
33. E. G. Strangas, S. Aviyente, and S. S. H. Zaidi, "Time-frequency analysis for efficient fault diagnosis and failure prognosis for interior permanentmagnet AC motors," IEEE Trans. Ind. Electron., vol. 55, no. 12, pp. 4191-4199, Dec. 2008.
34. I. Morgan and H. Liu, "Predicting future states with n-dimensional Markov chains for fault diagnosis," IEEE Trans. Ind. Electron., vol. 56, no. 5, pp. 1774-1781, May 2009.
35. I. Morgan, H. Liu, B. Tormos, and A. Sala, "Detection and diagnosis of incipient faults in heavy duty diesel engines," IEEE Trans. Ind. Electron., vol. 57, no. 10, pp. 3522-3532, Oct. 2010, DOI: 10.1109/ TIE.2009.2038337.
36. N. Gebraeel, A. Elwany, and J. Pan, "Residual life predictions in the absence of prior degradation knowledge," IEEE Trans. Rel., vol. 58, no. 1, pp. 106-117, Mar. 2009.
37. U. Maulik and S. Bandyopadhyay, "Performance evaluation of some clustering algorithms and validity indices," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 12, pp. 1650-1654, Dec. 2002.
38. R. J. G. B. Campello and E. R. Hruschka, "A fuzzy extension of the silhouette width criterion for cluster analysis," Fuzzy Sets Syst., vol. 157, no. 21, pp. 2858-2875, Nov. 2006. (Pubitemid 44467975)