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Robust bi-level optimization for an opportunistic supply chain network design problem in an uncertain and risky environment

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Języki publikacji
EN
Abstrakty
EN
This paper introduces the problem of designing a single-product supply chain network in an agile manufacturing setting under a vendor managed inventory (VMI) strategy to seize a new market oppor-tunity. The problem addresses the level of risk aversion of the retailer when dealing with the uncertainty of market related information through a conditional value at risk (CVaR) approach. This approach leads to a bilevel programming problem. The Karush–Kuhn–Tucker (KKT) conditions are employed to trans-form the model into a single-level, mixed-integer linear programming problem by considering some relaxations. Since realizations of imprecisely known parameters are the only information available, a data-driven approach is employed as a suitable, more practical, methodology of avoiding distribu-tional assumptions. Finally, the effectiveness of the proposed model is demonstrated through a numer-ical example
Rocznik
Strony
21--41
Opis fizyczny
Bibliogr. 33 poz., rys.
Twórcy
autor
  • Department of Industrial Engineering, Snanadaj Branch, Islamic Azad University, Sanandaj, Iran
Bibliografia
  • [1] HECKMANN I., COMES T., NICKEL S., A critical review on supply chain risk. Definition, measure and modeling, Omega, 2015, 52, 119–132.
  • [2] PAN F., NAGI R., Multi-echelon supply chain network design in agile manufacturing, Omega, 2013, 41 (6), 969–983.
  • [3] FAYEZI S., ZUTSHI A., O’LOUGHLIN A., Understanding and development of supply chain agility and flexibility. A structured literature review, Int. J. Manage. Rev., 2016, 00, 1–30.
  • [4] TURKER D., ALTUNTAS C., Sustainable supply chain management in the fast fashion industry. An anal-ysis of corporate reports, Eur. Manage. J., 2014, 32 (5), 837–849.
  • [5] CHAUHAN S., PROTH J., SARMIENTO A., NAGI R., Opportunistic supply chain formation from qualified partners for a new market demand, J. Oper. Res. Soc., 2006, 57 (9), 1089–1099.
  • [6] KANG J.-H., KIM Y.-D., Inventory control in a two-level supply chain with risk pooling effect, Int. J. Prod. Econ., 2012, 135 (1), 116–124.
  • [7] PATRIKSSON M., WYNTER L., Stochastic mathematical programs with equilibrium constraints, Oper. Res. Lett., 1999, 25 (4), 159–167.
  • [8] KLIBI W., MARTEL A., GUITOUNI A., The design of robust value-creating supply chain networks. A critical review, Eur. J. Oper. Res., 2010, 203 (2), 283–293.
  • [9] BERTSIMAS D., SIM M., The price of robustness, Oper. Res., 2004, 52 (1), 35–53.
  • [10] NATARAJAN K., PACHAMANOVA D., SIM M., Constructing risk measures from uncertainty sets, Oper. Res., 2009, 57 (5), 1129–1141.
  • [11] BERTSIMAS D., BROWN D.B., Constructing uncertainty sets for robust linear optimization, Oper. Res., 2009, 57 (6), 1483–1495.
  • [12] GOTOH J.-Y., TAKANO Y., Newsvendor solutions via conditional value-at-risk minimization, Eur. J. Oper. Res., 2007, 179 (1), 80–96.
  • [13] XU X., MENG Z., SHEN R., A tri-level programming model based on conditional value-at-risk for three- -stage supply chain management, Comp. Ind. Eng., 2013, 66 (2), 470–475.
  • [14] WU M., ZHU S.X., TEUNTER R.H., The risk-averse newsvendor problem with random capacity, Eur. J. Oper. Res., 2013, 231 (2), 328–336.
  • [15] QIN Y., WANG R., VAKHARIA A.J., CHEN Y., SEREF M.M., The newsvendor problem. Review and di-rections for future research, Eur. J. Oper. Res., 2011, 213 (2), 361–374.
  • [16] CHAHAR K., TAAFFE K., Risk averse demand selection with all-or-nothing orders, Omega, 2009, 37 (5), 996–1006.
  • [17] PAN F., NAGI R., Robust supply chain design under uncertain demand in agile manufacturing, Comp. Oper. Res., 2010, 37 (4), 668–683.
  • [18] FAHIMNIA B., FARAHANI R.Z., MARIAN R., LUONG L., A review and critique on integrated production- -distribution planning models and techniques, J. Manuf. Syst., 2013, 32 (1), 1–19.
  • [19] KOPANOS G.M., PUIGJANER L., GEORGIADIS M.C., Simultaneous production and logistics operations planning in semicontinuous food industries, Omega, 2012, 40 (5), 634–650.
  • [20] YU M., NAGURNEY A., Competitive food supply chain networks with application to fresh produce, Eur. J. Oper. Res., 2013, 224 (2), 273–282.
  • [21] BILGEN B., ÇELEBI Y., Integrated production scheduling and distribution planning in dairy supply chain by hybrid modelling, Ann. Oper. Res., 2013, 211 (1), 55–82.
  • [22] BAGHALIAN A., REZAPOUR S., FARAHANI R.Z., Robust supply chain network design with service level against disruptions and demand uncertainties. A real-life case, Eur. J. Oper. Res., 2013, 227 (1), 199–215.
  • [23] LIU S., PAPAGEORGIOU L.G., Multiobjective optimisation of production, distribution and capacity planning of global supply chains in the process industry, Omega, 2013, 41 (2), 369–382.
  • [24] HASHIM M., NAZIM M., NADEEM A.H., Production-distribution planning in supply chain management under fuzzy environment for large-scale hydropower construction projects, Proc. 6th Int. Conf. Man-agement Science and Engineering Management, Springer, 2012, 185, 559.
  • [25] GOLPÎRA H., Supply chain network design optimization with risk-averse retailer, Int. J. Inf. Syst., Sup-ply Chain Manage., 2017, 10 (1), 16–28.
  • [26] TAXAKIS K., PAPADOPOULOS C., A design model and a production-distribution and inventory planning model in multi-product supply chain networks, Int. J. Prod. Res., 2016, 54 (21), 6436–6457.
  • [27] KHALILI S.M., JOLAI F., TORABI S.A., Integrated production-distribution planning in two-echelon sys-tems, A resilience view, Int. J. Prod. Res., 2016, 55 (4), 1–25.
  • [28] LALMAZLOUMIAN M., WONG K.Y., GOVINDAN K., KANNAN D., A robust optimization model for agile and build-to-order supply chain planning under uncertainties, Ann. Oper. Res., 2016, 240 (2), 435–470.
  • [29] SU W., HUANG S., FAN Y., MAK K., Integrated partner selection and production-distribution planning for manufacturing chains, Comp. Ind. Eng., 2015, 84, 32–42.
  • [30] MULVEY J.M., VANDERBEI R.J., ZENIOS S.A., Robust optimization of large-scale systems, Oper. Res., 1995, 43 (2), 264–281.
  • [31] THIELE A., A robust optimization approach to supply chains and revenue management, Massachusetts Institute of Technology, 2004.
  • [32] COLSON B., MARCOTTE P., SAVARD G., Bilevel programming. A survey, J. Oper. Res., 2005, 3 (2), 87–107.
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Uwagi
PL
Opracowanie ze środków MNiSW w ramach umowy 812/P-DUN/2016 na działalność upowszechniającą naukę (zadania 2017).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-5f74e874-f303-4fe9-9781-5431d60a2c7a
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