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A statistical analysis and simulation based approach to an uncertain supplier selection problem with discount option

Author

Listed:
  • Ali Salmasnia

    (University of Qom)

  • Hamid Daliri

    (Tarbiat Modares University)

  • Ali Ghorbanian

    (Esfarayen University of Technology)

  • Hadi Mokhtari

    (University of Kashan)

Abstract

The uncertainties existing in today’s manufacturing environment tends researchers to use statistical and simulation approach to address such stochastic problems. The supplier selection problem has attracted growing interest. One of the crucial issues in supplier selection is product outsourcing. The outsourcing improved the service price by decreasing that, also it reduced the waiting time and increased the customer satisfaction. Furthermore, it improved the company’s core competence. In supplier selection problem, some criteria are effective such as: cost, delivery time, quality. During recent years, various approaches are proposed for supplier selection problem. But in one hand, most of them have considered only single criteria, and on the other hand, some stochastic parameters are assumed to be deterministic. In this study, a statistical method based on design of experiment (DOE) and simulation is presented that minimizes cost and lead times while maximizes quality in the existence of discount. Furthermore, model parameters such as demand, lead time, and rejected products percentage are assumed as stochastic parameters. Finally, the model has been solved using weighted objective method and compromise programming and then the results have been analyzed.

Suggested Citation

  • Ali Salmasnia & Hamid Daliri & Ali Ghorbanian & Hadi Mokhtari, 2018. "A statistical analysis and simulation based approach to an uncertain supplier selection problem with discount option," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 9(6), pages 1250-1259, December.
    • Handle: RePEc:spr:ijsaem:v:9:y:2018:i:6:d:10.1007_s13198-018-0707-z
    DOI: 10.1007/s13198-018-0707-z
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    References listed on IDEAS

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    1. Liao, Zhiying & Rittscher, Jens, 2007. "A multi-objective supplier selection model under stochastic demand conditions," International Journal of Production Economics, Elsevier, vol. 105(1), pages 150-159, January.
    2. Mohammad Vardi & Ali Salmasnia & Ali Ghorbanian & Hadi Mokhtari, 2016. "A bi-objective airline revenue management problem with possible cancellation," International Journal of Applied Management Science, Inderscience Enterprises Ltd, vol. 8(1), pages 20-37.
    3. Ghodsypour, S. H. & O'Brien, C., 1998. "A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming," International Journal of Production Economics, Elsevier, vol. 56(1), pages 199-212, September.
    4. Feng, Bo & Fan, Zhi-Ping & Li, Yanzhi, 2011. "A decision method for supplier selection in multi-service outsourcing," International Journal of Production Economics, Elsevier, vol. 132(2), pages 240-250, August.
    5. Weber, Charles A. & Current, John R. & Benton, W. C., 1991. "Vendor selection criteria and methods," European Journal of Operational Research, Elsevier, vol. 50(1), pages 2-18, January.
    6. Xia, Weijun & Wu, Zhiming, 2007. "Supplier selection with multiple criteria in volume discount environments," Omega, Elsevier, vol. 35(5), pages 494-504, October.
    7. Ho, William & Xu, Xiaowei & Dey, Prasanta K., 2010. "Multi-criteria decision making approaches for supplier evaluation and selection: A literature review," European Journal of Operational Research, Elsevier, vol. 202(1), pages 16-24, April.
    8. Jadidi, O. & Zolfaghari, S. & Cavalieri, S., 2014. "A new normalized goal programming model for multi-objective problems: A case of supplier selection and order allocation," International Journal of Production Economics, Elsevier, vol. 148(C), pages 158-165.
    9. Degraeve, Zeger & Labro, Eva & Roodhooft, Filip, 2000. "An evaluation of vendor selection models from a total cost of ownership perspective," European Journal of Operational Research, Elsevier, vol. 125(1), pages 34-58, August.
    10. Christos Keramydas & Dimitris Tsiolias & Dimitrios Vlachos & Eleftherios Iakovou, 2015. "A simulation methodology for evaluating emergency sourcing strategies of a discrete part manufacturer," International Journal of Data Analysis Techniques and Strategies, Inderscience Enterprises Ltd, vol. 7(2), pages 141-155.
    11. Chen, Jen-Yi & Baddam, Swathi R., 2015. "The effect of unethical behavior and learning on strategic supplier selection," International Journal of Production Economics, Elsevier, vol. 167(C), pages 74-87.
    12. Amorim, Pedro & Curcio, Eduardo & Almada-Lobo, Bernardo & Barbosa-Póvoa, Ana P.F.D. & Grossmann, Ignacio E., 2016. "Supplier selection in the processed food industry under uncertainty," European Journal of Operational Research, Elsevier, vol. 252(3), pages 801-814.
    13. Madjid Tavana & Hamed Fazlollahtabar & Hamed Hajmohammadi, 2012. "Supplier selection and order allocation with process performance index in supply chain management," International Journal of Information and Decision Sciences, Inderscience Enterprises Ltd, vol. 4(4), pages 329-349.
    14. Firouz, Mohammad & Keskin, Burcu B. & Melouk, Sharif H., 2017. "An integrated supplier selection and inventory problem with multi-sourcing and lateral transshipments," Omega, Elsevier, vol. 70(C), pages 77-93.
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