Adaptive maintenance policies for aging devices using a markov decision process

IEEE Transactions on Power Systems

Volumn 28, Issue 3, 2013, Pages 3194-3203

  Abeygunawardane, Saranga K ^a   Jirutitijaroen, Panida ^a   Xu, Huan ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Asset management; backward induction; condition monitoring (CM); maintenance; Markov decision processes; transformers

Indexed keywords

ADAPTIVE MAINTENANCE; BACKWARD INDUCTION; COMPETITIVE ENVIRONMENT; INSPECTION AND MAINTENANCE; MAINTENANCE SCHEDULES; MARKOV DECISION PROCESSES; STATE TRANSITION DIAGRAMS; SYSTEM CONDITIONS;

ASSET MANAGEMENT; CONDITION MONITORING; ELECTRIC TRANSFORMERS; EQUIPMENT; LEARNING ALGORITHMS; MARKOV PROCESSES;

MAINTENANCE;

EID: 84880924083     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2012.2237042     Document Type: Article

References (27)

1. R. Billinton and M. Ran, "Composite system maintenance coordination in a deregulated environment," IEEE Trans. Power Syst., vol. 20, no. 1, pp. 485-492, Feb. 2005. (Pubitemid 40259467)
2. G. J. Anders, J. Endrenyi, G. Ford, and G. Stone, "A probabilistic model for evaluating the remaining life of electrical insulation in rotating machines," IEEE Trans. Energy Convers., vol. 5, no. 4, pp. 761-767, Dec. 1990.
3. P. Jirutitijaroen and C. Singh, "The effect of transformer maintenance parameters on reliability and cost: Aprobabilistic model," Elect. Power Syst. Res., vol. 72, no. 3, pp. 213-224, 2004.
4. S. Natti,M. Kezunovic, and C. Singh, "Sensitivity analysis on the probabilistic maintenance model of circuit breaker," in Proc. 9th Int. Conf. Probabilistic Methods Appl. Power Syst., Sweden, Jun. 2006, pp. 1-7.
5. M. Stopczyk, B. Sakowicz, and G. J. Anders, "Application of a semi-Markov model and a simulated annealing algorithm for the selection of an optimal maintenance policy for power equipment," Int. J. Reliab. Saf., vol. 2, no. 1/2, pp. 129-145, 2008.
6. J. Endrenyi, G. Anders, and A. Leite da Silva, "Probabilistic evaluation of the effect of maintenance on reliability-An application," IEEE Trans. Power Syst., vol. 13, no. 2, pp. 576-582, May 1998.
7. S. K. Abeygunawardane and P. Jirutitijaroen, "A realistic maintenance model based on a new state diagram," in Proc. 11th Int. Conf. ProbabilisticMethods Appl. Power Syst., Singapore, Jun. 2010, pp. 299-303.
8. S. K. Abeygunawardane and P. Jirutitijaroen, "New state diagrams for probabilistic maintenance models," IEEE Trans. Power Syst., vol. 26, no. 4, pp. 2207-2213, Nov. 2011.
9. Z. Xiang and E. Gockenbach, "Age dependent maintenance strategies of medium voltage circuit breakers and transformers," Elect. Power Syst. Res., vol. 81, no. 8, pp. 1709-1714, Aug. 2011.
10. S. K. Abeygunawardane and P. Jirutitijaroen, "Effects of maintenance on reliability of probabilistic maintenance models," in Proc. 12th Int. Conf. Probabilistic Methods Appl. Power Syst., Turkey, Jun. 2012, pp. 1-6.
11. G. K. Chan and S. Asgarpoor, "Optimum maintenance policy with Markov processes," Elect. Power Syst. Res., vol. 76, no. 6-7, pp. 452-456, Apr. 2006. (Pubitemid 43277566)
12. C. L. Tomasevicz and S. Asgarpoor, "Optimum maintenance policy using semi-Markov decision processes," Elect. Power Syst. Res., vol. 79, no. 9, pp. 1286-1291, Sep. 2009.
13. S. V. Amari, L. Mclaughlin, and H. Pham, "Cost-effective condition based maintenance using Markov decision processes," in Proc. Annu. Reliabil. Maintainability Symp., Jan. 2006, pp. 464-469. (Pubitemid 46900310)
14. H. Ge, C. L. Tomasevicz, and S. Asgarpoor, "Optimum maintenance policy with inspection by semi-markov decision processes," in Proc. 39th North Amer. Power Symp., Oct. 2007, pp. 541-546.
15. F. I. Dehayem Nodem, J. P. Kenné, and A. Gharbi, "Simultaneous control of production, repair/replacement and preventive maintenance of deteriorating manufacturing systems," Int. J. Prod. Econ., vol. 134, no. 1, pp. 271-282, Nov. 2011.
16. W. Ning, S. Shu-dong, L. Shu-min, and S. Shu-bin, "Modeling and optimization of deteriorating equipment with predictive maintenance and inspection," in Proc. 17th Int. Conf. Ind. Eng. and Eng. Management, Oct. 2010, pp. 942-946.
17. W. Yan-ru and Z. Hong-shan, "Optimization maintenance of wind turbines usingMarkov decision processes," inProc. Int. Conf.Power Syst. Technol., Oct. 2010, pp. 1-6.
18. C. Dongyan and K. S. Trivedi, "Optimization for condition-based maintenance with semi-Markov decision process," Reliab. Eng. Syst. Saf., vol. 90, no. 1, pp. 25-29, Oct. 2005. (Pubitemid 40773951)
19. M. J. Kim and V.Makis, "Optimalmaintenance policy for a multi-state deteriorating system with two types of failures under general repair," Comput. Ind. Eng., vol. 57, no. 1, pp. 298-303, Aug. 2009.
20. B. Castanier, A. Grall, and C. Bérenguer, "A condition-based maintenance policy with non-periodic inspections for a two-unit series system," Reliab. Eng. Syst. Saf., vol. 87, no. 1, pp. 109-120, Jan. 2005.
21. M. S.Moustafa, E. Y.A.Maksoud, and S. Sadek, "Optimalmajor and minimal maintenance policies for deteriorating systems," Reliab. Eng. Syst. Saf., vol. 83, no. 3, pp. 363-368, Mar. 2004.
22. E. Byon, L. Ntaimo, and Y. Ding, "Optimal maintenance strategies for wind power systems under stochasticweather conditions," IEEE Trans. Reliab., vol. 59, no. 2, pp. 393-404, Jun. 2010.
23. E. Byon and Y. Ding, "Season-dependent condition-based maintenance for a wind turbine using a partially observed Markov decision process," IEEE Trans. Power Syst., vol. 25, no. 4, pp. 1823-1834, Nov. 2010.
24. M. Puterman, Markov Decision Process. New York: Wiley, 1994.
25. A. E. B. Abu-Elanien and M. M. A. Salama, "Asset management techniques for transformers," Elect. Power Syst. Res., vol. 80, no. 4, pp. 456-464, Apr. 2010.
26. Z. Lian, S. K. Abeygunawardane, and P. Jirutitijaroen, "Smart asset management of aging devices in energy systems: A case study of transformers," in Proc. 2nd Eur. Conf. Exh. Innovative Smart Grid Technol., Manchester, U.K., Dec. 2011, pp. 1-6.
27. "IEEE Guide for the Interpretation of Gases Generated in Oil-Immersed Transformers," IEEE Power Energy Soc., 2008.