Review of Maintenance Scheduling and Optimization Models

Authors

  • C. P. Nwadinobi  Department of Mechanical Engineering, Abia State University, Uturu, Abia State, Nigeria
  • I. I. Ezeaku  Department of Mechanical Engineering, Abia State University, Uturu, Abia State, Nigeria

Keywords:

Maintenance Optimization Models, Mathematical Models, Simulation Models, Maintenance.

Abstract

A major challenge for manufacturing and service systems is establishing a proper maintenance policy. In this paper, we survey, summarize and categorize maintenance optimization models published. The role of these models in maintenance are analyzed and discussed in their merits. In broad terms, maintenance models were classified as optimization models and simulation models with different modelling approaches based on their peculiarities.With limited impact on decision making within maintenance organizations this paper helps in capturing the uncertainty in the development of models that optimally schedules both preventive maintenance and operational activities. Therefore, the need for better maintenance models to aid maintenance managers make maintenance decisions that best fit their systems.

References

  1. Ladi O., Sosimi A. A., Shittu K. O., Oyetunji E. O. and Oke S. A. (2007) Maintenance job scheduling: a multi-criteria Approach under stochastic-fuzzy uncertainty; Kmitl sci. Tech. J. Vol. 7 no. 2 jul. - dec. 2007.
  2. Rommert D. (1996) Applications of maintenance optimization models: a review and analysis. Reliability Engineering and System Safety, Elsevier Science Limited Printed in Northern Ireland, pp 229-240.
  3. Wang H. Z., and Pham, H., (2006) Reliability and Optimal Maintenance, Springer, 2006.
  4. Ho-Joon S., (2008) Optimal Maintenance of a Multi-Unit System Under Dependencies, School of Aerospace Engineering, Georgia Institute of Technology, December 2008, pp 7-29.
  5. Abdullah A. A., Peter D. B., and Ashutosh T., (2013) Applications of simulation in maintenance research; World Journal of Modelling and Simulation, Vol. 9 (2013) No. 1, pp. 14-37.
  6. Anu M., (1997) Introduction to Modeling and Simulation; State University of New York at Binghamton; Department of Systems Science and Industrial Engineering Binghamton, NY 13902-6000, U.S.A. Proceedings of the 1997 Winter Simulation Conference pp 7-15.
  7. Kadry S. (2015) Monte Carlo Simulation Using Excel: Case Study in Financial Forecasting. In: Strang K.D. (eds) The Palgrave Handbook of Research Design in Business and Management. Palgrave Macmillan, New York, pp 263-289.
  8. Praveen K. S., Chitra K. T., and Manish V. (2014) Maintenance Review Models-A Review and Analysis; Journal of Technical Innovations & Engineering Research (JOTIER) 2014, 1(1), pp 055-065.
  9. Fouzia A. (1995) Optimal Maintenance Schedules for a Fleet of Vehicles under the Constraint of a Single Repair Facility, University of Toronto, Department of Industrial Engineering, pp 4-12.
  10. Kamran S. M., (2010) Preventive Maintenance and Replacement Scheduling: Models and Algorithms, Department of Industrial Engineering, University of Louisville, Louisville, Kentucky, USA May 2010, pp 1-188.
  11. Martin, P., (1988) Optimal preventive maintenance in a health-care facility, Electrical Construction and Maintenance, v 87, n 1, January 1988, p 67-71.
  12. Hsu, L.F., (1991) Optimal preventive maintenance policies in a serial production system, International Journal of Production Research, v 29, n 12, December 1991, p 2543-2555.
  13. Jayabalan, V., and Chaudhuri, D., (1992) Cost optimization of maintenance scheduling for a system with assured reliability, IEEE Transactions on Reliability, v 41, n 1, March 1992, p 21-25.
  14. Westman, J.J., and Hanson, F.B., (2000) Manufacturing production scheduling with preventive maintenance in random environments, Proceedings of the 2000 IEEE International Conference on Control Applications, 25-27 September 2000, Anchorage, USA, p 582-587.
  15. Fard, N.S. and Nukala, S., (2004) Preventive maintenance scheduling for repairable systems, IIE Annual Conference and Exhibition 2004, 15-19 May 2004, Houston, TX, USA, p 145-150.
  16. Ying, B., Dan, B., and Zhang, H., (2005) Optimization model by integrating preventive maintenance planning and production scheduling, Chinese Journal of Mechanical Engineering, v 41, n 3, March 2005, p 226-228.
  17. Pongpech, J., Murthy, D.N.P., and Boondiskulchock, R., (2006) Maintenance strategies for used equipment under lease, Journal of Quality in Maintenance Engineering, v 12, n 1,2006,52-67.
  18. Shirmohammadi, A.H., Zhang, Z.G., and Love, E., (2007) A computational model for determining the optimal preventive maintenance policy with random breakdowns and imperfect repairs, IEEE Transactions on Reliability, v 56, n 2, June 2007, p 332-339.
  19. Richa C., Manoj K. G. and Rohit T., (2013) Implementing a Preventive Maintenance Planning Model on an Ageing and Deteriorating Production System, HCTL Open Int. J. of Technology Innovations and Research, Volume 4, July 2013, e-ISSN: 2321-1814
  20. Craig S. L. (2013) Maintenance Scheduling Improvements in Flexible Manufacturing System Supply Chain, American Journal of Engineering Research (AJER), Vol. 2, Issue 7, pp 107-115.
  21. Westman, J.J., Hanson, F.B., and Boukas, E.K., (2001) Optimal production scheduling for manufacturing systems with preventive maintenance in an uncertain environment, Proceedings of American Control Conference, 25-27 June 2001, Arlington, VA, USA, vo1.2, p 1375-1380.
  22. Yao, X, Fernandez-Gaucherand, E., Fu, M.C., and Marcus, S.I., (2004) Optimal preventive maintenance scheduling in semiconductor manufacturing, IEEE Transactions on Semiconductor Manufacturing, v 17, n 3, August 2004, p 345-356.
  23. Han, B.J., Fan, X.M., and Ma, D.Z., (2004) Optimization of preventive maintenance policy of manufacturing equipment based on simulation, Computer Integrated Manufacturing Systems, v 10, n 7, July 2004, p 853-857.
  24. Jayakumar, A, and Asagarpoor, S., (2004) Maintenance optimization of equipment by linear programming, International Conference on Probabilistic Methods Applied to Power Systems, 12-16 September 2004, p 145-149.
  25. Zhao, Y., Volovoi, V, Waters, M., and Mavris, D., (2005) A sequential approach for gas turbine power plant preventive maintenance scheduling, 2005 ASME Power Conference, 5-7 April 2005, Chicago, IL, USA, p 353-362.
  26. Duarte, J.A.C., Craveiro, J.C.T.A., and Trigo, T.P., (2006) Optimization of the preventive maintenance plan of a series components system, International Journal of Pressure Vessels and Piping, v 83, n 4, April 2006, p 244-248.
  27. Canto, S.V., (2006) Application of Benders' decomposition to power plant preventive maintenance scheduling, European Journal of Operational Research, v 184, Issue 2, January 2006, p 759-777.
  28. Budai, G., Huisman, D., and Dekker, R., (2006) Scheduling preventive railway maintenance activities, Journal of the Operational Research Society, v 57, n 9, September 2006, p 1035-44.
  29. Tam, AS.B., Chan, W.M., and Price, J.W.H., (2006) Optimal maintenance intervals for multi-component system, Production Planning and Control, v 17, n 8. December 2006, p 769-779.
  30. Alardhi, M., Hannam, R.G., and Labib, A.W., (2007) Preventive maintenance scheduling for multi-cogeneration plants with production constraints, Journal of Quality in Maintenance Engineering, v 13, n 3,2007, p 276-92.
  31. Kuo, Y., and Chang, Z.A., (2007) Integrated production scheduling and preventive maintenance planning for a single machine under a cumulative damage failure process, Naval Research Logistics, v 54, n 6, September 2007, p 602-614.
  32. Seong-Jong Joo, (2009) Scheduling preventive maintenance for modular designed components: A dynamic approach, Elsevier European Journal of Operational Research, Volume 192, Issue 2, 16 January 2009, Pages 512-520.
  33. Chin-Tai Chen, (2011) Dynamic preventive maintenance strategy for an ageing and deteriorating production system, Elsevier Expert Systems with Applications, Volume 38, Issue 5, May 2011, Pages 6287-6293, ISSN 0957-4174, 10.1016/j.eswa.2010.11.071. http://www.sciencedirect.com/science/article/pii/S0957417410013096
  34. Usher, J.S., Kamal, AH., and Hashmi, S.W., (1998) Cost optimal preventive maintenance and replacement scheduling, lIE Transactions, v 30, n 12, December 1998, p 1121-1128.
  35. Levitin, G., and Lisnianski, A., (2000) Optimal replacement scheduling in multistate series-parallel systems, Quality and Reliability Engineering International, v 16, n 2, March 2000, p 157-162.
  36. Wang, Y., and Handschin, E., (2000) A new genetic algorithm for preventive unit maintenance scheduling of power systems, International Journal of Electrical Power and Energy
  37. Tsai, Y.T., Wang, K.S., and Teng, H.Y., (2001) Optimizing preventive maintenance for mechanical components using genetic algorithms, Reliability Engineering and System Safety, v 74, n 1, October 2001, p 89-97.
  38. Cavory, G., Dupas, R., and Goncalves, G., (2001) A genetic approach to the scheduling of preventive maintenance tasks on a single product manufacturing production line, International Journal of Production Economics, v 74, n 1-3, December 2001, p 135-46.
  39. Leou, R.C., (2003) A new method for unit maintenance scheduling based on genetic algorithm, 2003 IEEE Power Engineering Society General Meeting, 13-17 July 2003, Toronto, Ontario, Canada, vI, p 246-251.
  40. Han, B.J., Fan, X.M., Ma, D.Z., and Jin, Y., (2003) Optimization of equipment preventive maintenance cycle in production system based on genetic algorithm, Computer Integrated Manufacturing Systems, v 9, n 3, March 2003, p 206-209.
  41. Bris, R., Chatelet, E., and Yalaoui, F., (2003) New method to minimize the preventive maintenance cost of series-parallel systems, Reliability Engineering and System Safety, v 82, n 3, December 2003, p 247-55.
  42. Samrout, M., Yalaoui, F., Chatelet, E., Chebbo, N., (2005) New methods to minimize the preventive maintenance cost of series-parallel systems using ant colony optimization, Reliability Engineering and System Safety, v 89, n 3, September 2005, p 346-354.
  43. Limbourg, P., and Kochs, H.D., (2006) Preventive maintenance scheduling by variable dimension evolutionary algorithms, International Journal of Pressure Vessels and Piping, v 83, n 4, April 2006, p 262-269.
  44. Lapa, C.M.F., Pereira, C.M.N.A., and De Barros, M.P., (2006) A model for preventive maintenance planning by genetic algorithms based in cost and reliability, Reliability Engineering and System Safety, v 91, n 2, February 2006, p 233-240.
  45. Shum, Y.S., Gong, D.C., (2007) The application of genetic algorithm in the development of preventive maintenance analytic model, International Journal of Advanced Manufacturing Technology, v 32, n 1-2, 2007, p 169-183.
  46. Ruey H. Y., Kow-Chin K., and Wen L. C., (2011) Preventive-maintenance policy for leased products under various maintenance costs, Elsevier Expert Systems with Applications, Volume 38, Issue 4, April 2011, Pages 3558-3562, ISSN 0957-4174, 10.1016/j.eswa.2010.08.144.
  47. Chung-Ho Wang, Te-Wei Lin, (2011) Improved particle swarm optimization to minimize periodic preventive maintenance cost for series-parallel systems, Elsevier Expert Systems with Applications, Volume 38, Issue 7, July 2011, Pages 8963-8969, ISSN 0957-4174, 10.1016/j.eswa.2011.01.113.
  48. Kim, H., Nara, K., and Gen, M., (1994) A method for maintenance scheduling using GA combined with SA, Computers and Industrial Engineering, v 27, September 1994, p 477-480.
  49. Tan, J.S., and Kramer, M.A, (1997) A general framework for preventive maintenance optimization in chemical process operations, Computers and Chemical Engineering, v 21, n 12, 1997, p 1451-1469.
  50. Shalaby, M.A., Gomaa, AH., and Mohib, AM., (2004) A genetic algorithm for preventive maintenance scheduling in a multiunit multistate system, Journal of Engineering and Applied Science, v 51, n 4, August 2004, p 795-811.
  51. Bottazzi, A., Dubi, A., Gandini, A., Goldfeld, A., Righini, R., Simonot, H., (1992) Improving the preventive maintenance of a bus yard by a Monte Carlo simulation method, Safety and Reliability '92, 10-12 June 1992 , Copenhagen, Denmark, p 883-95.
  52. Billinton, R., and Pan, J., (2000) Application of Monte Carlo simulation to optimal maintenance scheduling in a parallel-redundant system, IEEE Proceedings Generation, Transmission and Distribution, v 147, n 5, September 2000, p 274-278.
  53. Zhou, B.H., Jiang, S.Y., Wang, S.J., Wu, B., and Xi, L.F., (2007) Integrated production and preventive maintenance scheduling algorithm for flow shops, Journal of Dalian Maritime University, v 33, n 3, August 2007, p 32-35.
  54. Marquez, A.C., Gupta, J.N.D., and Ignizio, J.P., (2006) Improving preventive maintenance scheduling in semiconductor fabrication facilities, Production Planning and Control, v 17, n 7, October 2006, p 742-754.
  55. Krishnan, B.N.T., (1992) A simulation model for maintenance planning, Proceedings of the Annual Reliability and Maintainability Symposium, March 1992, Las Vegas, NV, USA, p 109-118.
  56. Mathew, J., Rajendran, C., (1993) Scheduling of maintenance activities in a sugar industry using simulation, Computers in Industry, v 21, n 3, April 1993, p 331-334.
  57. Paz, N.M., Leigh, W., and Rogers, R.V., (1994) The development of knowledge for maintenance management using simulation, IEEE Transactions on Systems, Man and Cybernetics, v 24, n 4, April 1994, p 574-93.
  58. Joe, J.S, Levary, R.R., and Ferris, M.E., (1997) Planning preventive maintenance for a fleet of police vehicles using simulation, Journal of Simulation, v 68, n 2, February 1997, p 93-100.
  59. Savsar, M., (1997) Simulation analysis of maintenance policies in just-in-time production systems, International Journal of Operations and Production Management, v 17, n 3,1997, p 256-266.
  60. Greasley, A., (2000) Using simulation to assess the service reliability of a train maintenance depot, Quality and Reliability Engineering International, v 16, n 3, May 2000, p 221-228.
  61. Alfares, H.K., (2002) Developing optimum preventive maintenance schedules using simulation: A case study, International Journal of Industrial Engineering; Theory, Applications and Practice, v 9, n 3, September 2002, p 311-318.
  62. Houshyar, A, Jafri, A, and Naiksatam, V., (2003) Comparison of different maintenance policies using simulation, Proceedings of the IASTED International Conference on Modeling, Simulation and Optimization, 2-4 July 2003, Banff, Alberta, Canada, p 259-265.
  63. Jin, Y.L., Jiang, Z.H., and Hou, W.R., (2006) Optimal policy research on reliability centered preventive maintenance for multi-components equipment, Journal of Shanghai Jiaotong University, v 40, n 12, December 2006, p 2051-2056.
  64. Hagmark, P.E., and Virtanen, S., (2007) Simulation and calculation of reliability performance and maintenance costs, 2007 Annual Reliability and Maintainability Symposium, 22-25 January 2007, Orlando, FL, USA.
  65. Yin, X., Wen, X., Qian, Y., and Yang Y., (2007) Modeling and simulation of complex maintenance system dynamics, Proceedings of the 26th Chinese Control Conference, 26-31 July 2007, Hunan, China, p 487-491.
  66. Julien Rabatel, Sandra Bringay, and Pascal Poncelet, (2011) Anomaly detection in monitoring sensor data for preventive maintenance, Elsevier Expert Systems with Applications, Volume 38, Issue 6, June 2011, pp 7003-7015.

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Published

2018-11-30

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Research Articles

How to Cite

[1]
C. P. Nwadinobi, I. I. Ezeaku, " Review of Maintenance Scheduling and Optimization Models, IInternational Journal of Scientific Research in Mechanical and Materials Engineering(IJSRMME), ISSN : 2456-3307, Volume 2, Issue 5, pp.23-35, November-December-2018.