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An economic production quantity model for a deteriorating system integrated with predictive maintenance strategy

Author

Listed:
  • Da Wen

    (Shanghai Jiao Tong University)

  • Pan Ershun

    (Shanghai Jiao Tong University)

  • Wang Ying

    (Shanghai Jiao Tong University)

  • Liao Wenzhu

    (Chongqing University)

Abstract

While there has been considerable work over the years on the basic deterministic economic production quantity (EPQ) and its derivative models, there have been few extensions of these models that recognize the potential effects of machine degradation. As maintenance activities can keep machines in good operation, it should be integrated into EPQ models to meet real situations. Due to machine degradation, this paper integrates predictive maintenance into EPQ model in which autoregressive integrated moving average model is adopted to predict system’s healthy indicator. Moreover, two kinds of system out-of-control states are considered in this proposed EPQ model: in State I, the system produces non-conforming items; and in State II, the system fails. Aiming at minimizing the expected average total cost and optimizing the EPQ, suitable maintenance intervals and frequency are determined prior to any predicted failure. Finally, a case study is presented and the computational results are discussed to show the efficiency of this integrated EPQ model.

Suggested Citation

  • Da Wen & Pan Ershun & Wang Ying & Liao Wenzhu, 2016. "An economic production quantity model for a deteriorating system integrated with predictive maintenance strategy," Journal of Intelligent Manufacturing, Springer, vol. 27(6), pages 1323-1333, December.
  • Handle: RePEc:spr:joinma:v:27:y:2016:i:6:d:10.1007_s10845-014-0954-z
    DOI: 10.1007/s10845-014-0954-z
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    References listed on IDEAS

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    1. Pham, Hoang & Wang, Hongzhou, 1996. "Imperfect maintenance," European Journal of Operational Research, Elsevier, vol. 94(3), pages 425-438, November.
    2. Dohi, Tadashi & Okamura, Hiroyuki & Osaki, Shunji, 2001. "Optimal control of preventive maintenance schedule and safety stocks in an unreliable manufacturing environment," International Journal of Production Economics, Elsevier, vol. 74(1-3), pages 147-155, December.
    3. Darwish, M.A. & Ben-Daya, M., 2007. "Effect of inspection errors and preventive maintenance on a two-stage production inventory system," International Journal of Production Economics, Elsevier, vol. 107(1), pages 301-313, May.
    4. Wang, Chih-Hsiung & Sheu, Shey-Heui, 2003. "Optimal lot sizing for products sold under free-repair warranty," European Journal of Operational Research, Elsevier, vol. 149(1), pages 131-141, August.
    5. Yeh, Ruey Huei & Chen, Tzu-Hui, 2006. "Optimal lot size and inspection policy for products sold with warranty," European Journal of Operational Research, Elsevier, vol. 174(2), pages 766-776, October.
    6. Evan L. Porteus, 1986. "Optimal Lot Sizing, Process Quality Improvement and Setup Cost Reduction," Operations Research, INFORMS, vol. 34(1), pages 137-144, February.
    7. El-Ferik, Sami, 2008. "Economic production lot-sizing for an unreliable machine under imperfect age-based maintenance policy," European Journal of Operational Research, Elsevier, vol. 186(1), pages 150-163, April.
    8. Ben-Daya, Mohamed, 2002. "The economic production lot-sizing problem with imperfect production processes and imperfect maintenance," International Journal of Production Economics, Elsevier, vol. 76(3), pages 257-264, April.
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    Cited by:

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