Journal of Korean Society of Industrial and Systems Engineering (산업경영시스템학회지)

Society of Korea Industrial and System Engineering (한국산업경영시스템학회)
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Efficient Supplier Selection with Uncertainty Using Monte Carlo DEA

몬테카를로 DEA를 이용한 불확실성을 고려한 효율적 공급자 선정

  • Ha, Chunghun (School of Information and Computer Engineering, Hongik University)
  • 하정훈 (홍익대학교 정보컴퓨터공학부)
  • Received : 2015.01.05
  • Accepted : 2015.02.04
  • Published : 2015.03.31
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Abstract

Selection of efficient supplier is a very important process as risk or uncertainty of a supply chain and its environment are increasing. Previous deterministic DEA and probabilistic DEAs are very limited to handle various types of risk and uncertainty. In this paper, I propose an improved probabilistic DEA which consists of two steps; Monte Carlo simulation and statistical decision making. The simulation results show that the proposed method is proper to distinguish supplier's performance and provide statistical decision background.

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References

  1. Bogetoft, P. and Otto, L., Benchmarking with DEA, SFA, and R, Vol. 157, Springer, 2010.
  2. Braglia, M. and Petroni, A., A quality assurance-oriented methodology for handling trade-offs in supplier selection. Int. J. Phys. Distrib. Logist. Manag., 2000, Vol. 30, No. 2, pp. 96-112. https://doi.org/10.1108/09600030010318829
  3. Carr, A.S. and Pearson, J.N., Strategically managed buyer-supplier relationships and performance outcomes. J. Oper. Manag., 1999, Vol. 17, No. 5, pp. 497-519. https://doi.org/10.1016/S0272-6963(99)00007-8
  4. Charnes, A., Cooper, W.W., and Rhodes, E., Measuring the efficiency of decision making units. Eur. J. Oper. Res., 1978, Vol. 2, No. 6, pp. 429-444. https://doi.org/10.1016/0377-2217(78)90138-8
  5. Choi, T.Y. and Hartley, J.L., An exploration of supplier selection practices across the supply chain. J. Oper. Manag., 1996, Vol. 14, No. 4, pp. 333-343. https://doi.org/10.1016/S0272-6963(96)00091-5
  6. Cooper, W.W., Huang, Z., and Li, S.X., Satisficing DEA models under chance constraints. Ann. Oper. Res., 1996, Vol. 66, No. 4, pp. 279-295. https://doi.org/10.1007/BF02187302
  7. Ho, W., Xu, X., and Dey, P.K., Multi-criteria decision making approaches for supplier evaluation and selection : A literature review. Eur. J. Oper. Res., 2010, Vol. 202, No. 1, pp. 16-24. https://doi.org/10.1016/j.ejor.2009.05.009
  8. Park, S.H., Design of Experiments, 2nd ed., Vol. 1, Seoul : Minyoungsa, 2003.
  9. Talluri, S. and Narasimhan, R., Vendor evaluation with performance variability : a max-min approach. Eur. J. Oper. Res., 2003, Vol. 146, No. 3, pp. 543-552. https://doi.org/10.1016/S0377-2217(02)00230-8
  10. Talluri, S., Narasimhan, R., and Nair, A., Vendor performance with supply risk : A chance-constrained DEA approach. Int. J. Prod. Econ., 2006, Vol. 100, No. 2, pp. 212-222. https://doi.org/10.1016/j.ijpe.2004.11.012
  11. Tang, C.S., Perspectives in supply chain risk management. Int. J. Prod. Econ., 2006, Vol. 103, No. 2, pp. 451-488. https://doi.org/10.1016/j.ijpe.2005.12.006
  12. Weber, C.A., Current, J.R., and Benton, W.C., Vendor selection criteria and methods. Eur. J. Oper. Res., 1991, Vol. 50, No. 1, pp. 2-18. https://doi.org/10.1016/0377-2217(91)90033-R
  13. Wu, T. and Blackhurst, J., Supplier evaluation and selection : an augmented DEA approach. Int. J. Prod. Res., 2009, Vol. 47, No. 16, pp. 4593-4608. https://doi.org/10.1080/00207540802054227
  14. Wu, D. and Olson, D.L., Supply chain risk, simulation, and vendor selection. Int. J. Prod. Econ., 2008, Vol. 114, No. 2, pp. 646-655. https://doi.org/10.1016/j.ijpe.2008.02.013

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