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Supplier selection and order allocation using two-stage hybrid supply chain model and game-based order price

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Abstract

Achieving an efficient supply chain is impossible without integrating supply chain processes and extending long-term relationships between its members. Evaluating the process, selecting a set of suppliers, and allocating orders are effective parameters in the coordination among supply chain members. In this study, to achieve an organized process, a two-stage hybrid model is presented to choose efficient suppliers, allocate order, and determine price in a supply chain with regard to coordination among members. First, an integrated Multi-Objective Mixed-Integer Nonlinear Programming (MOMINLP) model is provided to minimize costs and evaluate suppliers simultaneously. The proposed model includes a single-buyer multi-vendor coordination model and Data Envelopment Analysis (DEA). Then, the model is simplified and converted into a quadratic programming model. In the second stage, a model is presented to determine the price agreed upon by the buyer and the selected efficient suppliers using the bargaining game and the Nash equilibrium concept. The purpose of this model is to maximize the parties’ utilities considering the order quantity specified in the first stage. At the end of this paper, the data taken and adapted from the previous researches are applied to show the abilities of the proposed models.

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References

  • Adeinat H, Ventura JA (2015) Determining the retailer’s replenishment policy considering multiple capacitated suppliers and price-sensitive demand. Eur J Oper Res 247(1):83–92

    Article  Google Scholar 

  • Aghai S, Mollaverdi N, Sabbagh MS (2014) A fuzzy multi-objective programming model for supplier selection with volume discount and risk criteria. Int J Adv Manuf Technol 71(5–8):1483–1492

    Article  Google Scholar 

  • Aust G, Buscher U (2012) Vertical cooperative advertising and pricing decisions in a manufacturer–retailer supply chain: a game-theoretic approach. Eur J Oper Res 223(2):473–482

    Article  Google Scholar 

  • Azadi M, Jafarian M, Saen RF, Mirhedayatian SM (2015) A new fuzzy DEA model for evaluation of efficiency and effectiveness of suppliers in sustainable supply chain management context. Comput Oper Res 54:274–285

    Article  Google Scholar 

  • Azadnia AH, Saman MZM, Wong KY (2015) Sustainable supplier selection and order lot-sizing: an integrated multi-objective decision-making process. Int J Prod Res 53(2):383–408

    Article  Google Scholar 

  • Banaeian N, Mobli H, Fahimnia B, Nielsen IE, Omid M (2018) Green supplier selection using fuzzy group decision making methods: a case study from the agri-food industry. Comput Oper Res 89:337–347

    Article  Google Scholar 

  • Bohner C, Minner S (2017) Supplier selection under failure risk, quantity and business volume discounts. Comput Ind Eng 104:145–155

    Article  Google Scholar 

  • Çebi F, Otay İ (2016) A two-stage fuzzy approach for supplier evaluation and order allocation problem with quantity discounts and lead time. Inf Sci 339:143–157

    Article  Google Scholar 

  • Chan CK, Lee YCE, Goyal SK (2010) A delayed payment method in co-ordinating a single-vendor multi-buyer supply chain. Int J Prod Econ 127(1):95–102

    Article  Google Scholar 

  • Chen YJ (2011) Structured methodology for supplier selection and evaluation in a supply chain. Inf Sci 181(9):1651–1670

    Article  Google Scholar 

  • Chern MS, Chan YL, Teng JT, Goyal SK (2014) Nash equilibrium solution in a vendor–buyer supply chain model with permissible delay in payments. Comput Ind Eng 70:116–123

    Article  Google Scholar 

  • Choudhary D, Shankar R (2014) A goal programming model for joint decision making of inventory lot-size, supplier selection and carrier selection. Comput Ind Eng 71:1–9

    Article  Google Scholar 

  • Dantzig GB (1998) Linear programming and extensions. Princeton University Press, Princeton

    Google Scholar 

  • Demirtas EA, Üstün Ö (2008) An integrated multiobjective decision making process for supplier selection and order allocation. Omega 36(1):76–90

    Article  Google Scholar 

  • Deng X, Hu Y, Deng Y, Mahadevan S (2014) Supplier selection using AHP methodology extended by D numbers. Exp Syst Appl 41(1):156–167

    Article  Google Scholar 

  • Dickson GW (1966) An analysis of vendor selection systems and decisions. J Purch 2(1):5–17

    Article  Google Scholar 

  • Friedman L, Sinuany-Stern Z (1998) Combining ranking scales and selecting variables in the DEA context: the case of industrial branches. Comput Oper Res 25(9):781–791

    Article  Google Scholar 

  • Giri BC, Bardhan S (2015) A vendor–buyer JELS model with stock-dependent demand and consigned inventory under buyer’s space constraint. Oper Res Int J 15(1):79–93

    Article  Google Scholar 

  • Goyal SK (1977) An integrated inventory model for a single supplier-single customer problem. Int J Prod Res 15(1):107–111

    Article  Google Scholar 

  • Goyal SK, Gupta YP (1989) Integrated inventory models: the buyer-vendor coordination. Eur J Oper Res 41(3):261–269

    Article  Google Scholar 

  • Hammami R, Temponi C, Frein Y (2014) A scenario-based stochastic model for supplier selection in global context with multiple buyers, currency fluctuation uncertainties, and price discounts. Eur J Oper Res 233(1):159–170

    Article  Google Scholar 

  • Hariga M, Glock CH, Kim T (2016) Integrated product and container inventory model for a single-vendor single-buyer supply chain with owned and rented returnable transport items. Int J Prod Res 54(7):1964–1979

    Article  Google Scholar 

  • Hashemi SH, Karimi A, Tavana M (2015) An integrated green supplier selection approach with analytic network process and improved Grey relational analysis. Int J Prod Econ 159:178–191

    Article  Google Scholar 

  • He Y, Zhao X (2012) Coordination in multi-echelon supply chain under supply and demand uncertainty. Int J Prod Econ 139(1):106–115

    Article  Google Scholar 

  • Hosseininasab A, Ahmadi A (2015) Selecting a supplier portfolio with value, development, and risk consideration. Eur J Oper Res 245(1):146–156

    Article  Google Scholar 

  • Jadidi O, Cavalieri S, Zolfaghari S (2015) An improved multi-choice goal programming approach for supplier selection problems. Appl Math Model 39(14):4213–4222

    Article  Google Scholar 

  • Jain V, Sangaiah AK, Sakhuja S, Thoduka N, Aggarwal R (2016) Supplier selection using fuzzy AHP and TOPSIS: a case study in the Indian automotive industry. Neural Comput Appl. https://doi.org/10.1007/s00521-016-2533-z

    Article  Google Scholar 

  • Kamali A, Fatemi Ghomi SMT, Jolai F (2011) A multi-objective quantity discount and joint optimization model for coordination of a single-buyer multi-vendor supply chain. Comput Math Appl 62(8):3251–3269

    Article  Google Scholar 

  • Kar AK (2014) Revisiting the supplier selection problem: an integrated approach for group decision support. Exp Syst Appl 41(6):2762–2771

    Article  Google Scholar 

  • Kilic HS (2013) An integrated approach for supplier selection in multi-item/multi-supplier environment. Appl Math Model 37(14):7752–7763

    Article  Google Scholar 

  • Klimberg RK, Ratick SJ (2008) Modeling data envelopment analysis (DEA) efficient location/allocation decisions. Comput Oper Res 35(2):457–474

    Article  Google Scholar 

  • Kohli R, Park H (1989) A cooperative game theory model of quantity discounts. Manag Sci 35(6):693–707

    Article  Google Scholar 

  • Kumar D, Rahman Z, Chan FT (2017) A fuzzy AHP and fuzzy multi-objective linear programming model for order allocation in a sustainable supply chain: a case study. Int J Comput Integr Manuf 30(6):535–551

    Article  Google Scholar 

  • Mendoza A, Ventura JA (2013) Modeling actual transportation costs in supplier selection and order quantity allocation decisions. Oper Res Int Journal 13(1):5–25

    Article  Google Scholar 

  • Miettinen K (1999) Nonlinear multiobjective optimization, vol 12. Springer, Berlin

    Google Scholar 

  • Moheb-Alizadeh H, Handfield R (2017) An integrated chance-constrained stochastic model for efficient and sustainable supplier selection and order allocation. Int J Prod Res. https://doi.org/10.1080/00207543.2017.1413258

    Article  Google Scholar 

  • Mokhtari H, Rezvan MT (2017) A single-supplier, multi-buyer, multi-product VMI production-inventory system under partial backordering. Oper Res. https://doi.org/10.1007/s12351-017-0311-z

    Article  Google Scholar 

  • Nagarajan M, Sošić G (2008) Game-theoretic analysis of cooperation among supply chain agents: review and extensions. Eur J Oper Res 187(3):719–745

    Article  Google Scholar 

  • Nash JF Jr (1950) The bargaining problem. Econ: J Econ Soc 155–162

  • Ordoobadi SM (2009) Development of a supplier selection model using fuzzy logic. Supply Chain Manag: Int J 14(4):314–327

    Article  Google Scholar 

  • PrasannaVenkatesan S, Goh M (2016) Multi-objective supplier selection and order allocation under disruption risk. Trans Re Part E: Log Trans Rev 95:124–142

    Article  Google Scholar 

  • Rezaee MJ, Yousefi S, Hayati J (2017) A multi-objective model for closed-loop supply chain optimization and efficient supplier selection in a competitive environment considering quantity discount policy. J Ind Eng Int 13(2):199–213

    Article  Google Scholar 

  • Rezaei J, Davoodi M, Tavasszy L, Davarynejad M (2016) A multi-objective model for lot-sizing with supplier selection for an assembly system. Int J Log Res Appl 19(2):125–142

    Article  Google Scholar 

  • Wan SP, Li DF (2013) Fuzzy LINMAP approach to heterogeneous MADM considering comparisons of alternatives with hesitation degrees. Omega 41(6):925–940

    Article  Google Scholar 

  • Sucky E (2005) Inventory management in supply chains: a bargaining problem. Int J Prod Econ 93:253–262

    Article  Google Scholar 

  • Sucky E (2006) A bargaining model with asymmetric information for a single supplier–single buyer problem. Eur J Oper Res 171(2):516–535

    Article  Google Scholar 

  • Talluri S, Baker RC (2002) A multi-phase mathematical programming approach for effective supply chain design. Eur J Oper Res 141(3):544–558

    Article  Google Scholar 

  • Tavana M, Shabanpour H, Yousefi S, Saen RF (2017) A hybrid goal programming and dynamic data envelopment analysis framework for sustainable supplier evaluation. Neural Comput Appl 28(12):3683–3696

    Article  Google Scholar 

  • Venegas BB, Ventura JA (2018) A two-stage supply chain coordination mechanism considering price sensitive demand and quantity discounts. Eur J Oper Res 264(2):524–533

    Article  Google Scholar 

  • Wang SD, Zhou YW, Min J, Zhong YG (2011) Coordination of cooperative advertising models in a one-manufacturer two-retailer supply chain system. Comput Ind Eng 61(4):1053–1071

    Article  Google Scholar 

  • Wu DD, Zhang Y, Wu D, Olson DL (2010) Fuzzy multi-objective programming for supplier selection and risk modeling: a possibility approach. Eur J Oper Res 200(3):774–787

    Article  Google Scholar 

  • Xiang W, Song F, Ye F (2014) Order allocation for multiple supply-demand networks within a cluster. J Intell Manuf 25:1367–1376

    Article  Google Scholar 

  • Ye F, Xu X (2010) Cost allocation model for optimizing supply chain inventory with controllable lead time. Comput Ind Eng 59(1):93–99

    Article  Google Scholar 

  • Yousefi S, Mahmoudzadeh H, Jahangoshai Rezaee M (2017) Using supply chain visibility and cost for supplier selection: a mathematical model. Int J Manag Sci Eng Manag 12(3):196–205

    Google Scholar 

  • Zhang X, Deng Y, Chan FT, Mahadevan S (2015) A fuzzy extended analytic network process-based approach for global supplier selection. Appl Intell 43(4):760–772

    Article  Google Scholar 

Download references

Acknowledgements

The authors are also indebted to the anonymous reviewers who have provided professional aspects and constructive feedbacks. They help us to improve the paper according to the useful and valuable comments and suggestions on the technical and structural aspects of the paper.

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Correspondence to Mustafa Jahangoshai Rezaee.

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Yousefi, S., Jahangoshai Rezaee, M. & Solimanpur, M. Supplier selection and order allocation using two-stage hybrid supply chain model and game-based order price. Oper Res Int J 21, 553–588 (2021). https://doi.org/10.1007/s12351-019-00456-6

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  • DOI: https://doi.org/10.1007/s12351-019-00456-6

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