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A new normalized goal programming model for multi-objective problems: A case of supplier selection and order allocation

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  • Jadidi, O.
  • Zolfaghari, S.
  • Cavalieri, S.

Abstract

This paper models the problem of supplier selection as a multi-objective optimization problem (MOOP) where minimization of price, rejects and lead-time are considered as three objectives. The paper considers two different cases: (1) the crisp MOOP in which the goals of objectives are predetermined; and (2) the fuzzy MOOP in which the weights of objectives are predetermined. In both cases, the aim is to achieve some levels of consistency among different objectives. To do so, a normalized goal programming approach is developed and tested for both cases. In order to compare the effectiveness of the proposed method, a comparative analysis is presented which includes weighted goal programming, compromise programming, TOPSIS, weighted objectives, min–max goal programming and weighted max–min models. An illustrative example reveals that our proposed model is able to achieve the desirable consistency among all objectives.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:proeco:v:148:y:2014:i:c:p:158-165
    DOI: 10.1016/j.ijpe.2013.10.005
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    References listed on IDEAS

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    1. Dhahri, Issam & Chabchoub, Habib, 2007. "Nonlinear goal programming models quantifying the bullwhip effect in supply chain based on ARIMA parameters," European Journal of Operational Research, Elsevier, vol. 177(3), pages 1800-1810, March.
    2. Amid, Amin & Ghodsypour, S.H. & O'Brien, Christopher, 2009. "A weighted additive fuzzy multiobjective model for the supplier selection problem under price breaks in a supply Chain," International Journal of Production Economics, Elsevier, vol. 121(2), pages 323-332, October.
    3. Ustun, Ozden & DemI[dot above]rtas, Ezgi Aktar, 2008. "An integrated multi-objective decision-making process for multi-period lot-sizing with supplier selection," Omega, Elsevier, vol. 36(4), pages 509-521, August.
    4. Kumar, Manoj & Vrat, Prem & Shankar, Ravi, 2006. "A fuzzy programming approach for vendor selection problem in a supply chain," International Journal of Production Economics, Elsevier, vol. 101(2), pages 273-285, June.
    5. Xia, Weijun & Wu, Zhiming, 2007. "Supplier selection with multiple criteria in volume discount environments," Omega, Elsevier, vol. 35(5), pages 494-504, October.
    6. Chang, Ching-Ter, 2007. "Binary fuzzy goal programming," European Journal of Operational Research, Elsevier, vol. 180(1), pages 29-37, July.
    7. Demirtas, Ezgi Aktar & Üstün, Özden, 2008. "An integrated multiobjective decision making process for supplier selection and order allocation," Omega, Elsevier, vol. 36(1), pages 76-90, February.
    8. Amid, A. & Ghodsypour, S.H. & O'Brien, C., 2006. "Fuzzy multiobjective linear model for supplier selection in a supply chain," International Journal of Production Economics, Elsevier, vol. 104(2), pages 394-407, December.
    9. Amid, A. & Ghodsypour, S.H. & O'Brien, C., 2011. "A weighted max-min model for fuzzy multi-objective supplier selection in a supply chain," International Journal of Production Economics, Elsevier, vol. 131(1), pages 139-145, May.
    10. Weber, Charles A. & Current, John R., 1993. "A multiobjective approach to vendor selection," European Journal of Operational Research, Elsevier, vol. 68(2), pages 173-184, July.
    11. Wang, Ge & Huang, Samuel H. & Dismukes, John P., 2004. "Product-driven supply chain selection using integrated multi-criteria decision-making methodology," International Journal of Production Economics, Elsevier, vol. 91(1), pages 1-15, September.
    12. Tamiz, Mehrdad & Jones, Dylan & Romero, Carlos, 1998. "Goal programming for decision making: An overview of the current state-of-the-art," European Journal of Operational Research, Elsevier, vol. 111(3), pages 569-581, December.
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    Cited by:

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    2. Yadavalli, Venkata SS & Darbari, Jyoti Dhingra & Bhayana, Nidhi & Jha, P.C. & Agarwal, Vernika, 2019. "An integrated optimization model for selection of sustainable suppliers based on customers’ expectations," Operations Research Perspectives, Elsevier, vol. 6(C).
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    4. Irfan Ali & Armin Fügenschuh & Srikant Gupta & Umar Muhammad Modibbo, 2020. "The LR-Type Fuzzy Multi-Objective Vendor Selection Problem in Supply Chain Management," Mathematics, MDPI, vol. 8(9), pages 1-25, September.
    5. Deng Xiong & Liu Yanli, 2018. "A High-Moment Trapezoidal Fuzzy Random Portfolio Model with Background Risk," Journal of Systems Science and Information, De Gruyter, vol. 6(1), pages 1-28, February.
    6. Hosseininasab, Amin & Ahmadi, Abbas, 2015. "Selecting a supplier portfolio with value, development, and risk consideration," European Journal of Operational Research, Elsevier, vol. 245(1), pages 146-156.
    7. Congjun Rao & Mark Goh & Junjun Zheng, 2017. "Decision Mechanism for Supplier Selection Under Sustainability," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 16(01), pages 87-115, January.
    8. Omid Jadidi & Fatemeh Firouzi & John S. Loucks & Yong Shin Park, 2022. "Multi-criteria supplier selection problem with fuzzy demand: a newsvendor model," Computational Management Science, Springer, vol. 19(3), pages 375-394, July.
    9. Dey, Prasanta Kumar & Bhattacharya, Arijit & Ho, William, 2015. "Strategic supplier performance evaluation: A case-based action research of a UK manufacturing organisation," International Journal of Production Economics, Elsevier, vol. 166(C), pages 192-214.
    10. Ehsan Afshar Bakeshlou & Alireza Arshadi Khamseh & Mohammad Ali Goudarzian Asl & Javad Sadeghi & Mostafa Abbaszadeh, 2017. "Evaluating a green supplier selection problem using a hybrid MODM algorithm," Journal of Intelligent Manufacturing, Springer, vol. 28(4), pages 913-927, April.
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    14. 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.
    15. Arbolino, Roberta & Carlucci, Fabio & Cirà, Andrea & Yigitcanlar, Tan & Ioppolo, Giuseppe, 2018. "Mitigating regional disparities through microfinancing: An analysis of microcredit as a sustainability tool for territorial development in Italy," Land Use Policy, Elsevier, vol. 70(C), pages 281-288.
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