A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem

We consider a buyer’s decision problem of sustainable supplier selection and order allocation (SSS & OA) among multiple heterogeneous suppliers who sell multiple types of items. The buyer periodically orders items from chosen suppliers to refill inventory to preset levels. Each supplier is differentiated from others by the types of items supplied, selling price, and order-related costs, such as transportation cost. Each supplier also has a preset requirement for minimum order quantity or minimum purchase amount. In the beginning of each period, the buyer constructs an SSS & OA plan considering various information from both parties. The buyer’s planning problem is formulated as a mathematical model, and an efficient algorithm to solve larger instances of the problem is developed. The algorithm is designed to take advantage of the branch-and-bound method, and the special structure of the model. We perform computer experiments to test the accuracy of the proposed algorithm. The test result confirmed that the algorithm can find a near-optimal solution with only 0.82 percent deviation on average. We also observed that the use of the algorithm can increase solvable problem size by about 2.4 times.

[1]  Wei-Chang Yeh,et al.  Using multi-objective genetic algorithm for partner selection in green supply chain problems , 2011, Expert Syst. Appl..

[2]  He-Yau Kang,et al.  A green supplier selection model for high-tech industry , 2009, Expert Syst. Appl..

[3]  R. Dekker,et al.  Controlling inventories in a supply chain: A case study , 2002 .

[4]  Devika Kannan,et al.  Role of multiple stakeholders and the critical success factor theory for the sustainable supplier selection process , 2018 .

[5]  V. Hovelaque,et al.  A dynamic lot-sizing-based profit maximization discounted cash flow model considering working capital requirement financing cost with infinite production capacity , 2018 .

[6]  Chandra Prakash Garg,et al.  An integrated framework for sustainable supplier selection and evaluation in supply chains , 2017 .

[7]  Witold Pedrycz,et al.  An extended TODIM multi-criteria group decision making method for green supplier selection in interval type-2 fuzzy environment , 2017, Eur. J. Oper. Res..

[8]  Gp Gudrun Kiesmüller,et al.  Single item inventory control under periodic review and a minimum order quantity , 2011 .

[9]  Lakshman S. Thakur,et al.  Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain , 2012, Expert Syst. Appl..

[10]  Ali H. Diabat,et al.  A fuzzy multi criteria approach for evaluating green supplier's performance in green supply chain with linguistic preferences , 2013 .

[11]  Daofang Chang,et al.  Carbon footprint based green supplier selection under dynamic environment , 2018 .

[12]  Sarada Prasad Sarmah,et al.  Multiple sourcing under supplier failure risk and quantity discount: A genetic algorithm approach , 2013 .

[13]  O. Jadidi,et al.  A NEW NORMALIZED GOAL PROGRAMMING MODEL FOR MULTI-OBJECTIVE PROBLEMS: A CASE OF SUPPLIER SELECTION AND ORDER ALLOCATION , 2014 .

[14]  Paul D. Hutchison,et al.  Cash‐to‐cash: the new supply chain management metric , 2002 .

[15]  Cathal Heavey,et al.  A multi-agent systems approach for sustainable supplier selection and order allocation in a partnership supply chain , 2017, Eur. J. Oper. Res..

[16]  Steven A. Melnyk,et al.  Applying environmental criteria to supplier assessment: A study in the application of the Analytical Hierarchy Process , 2002, Eur. J. Oper. Res..

[17]  K. Wong,et al.  Sustainable supplier selection and order lot-sizing: an integrated multi-objective decision-making process , 2015 .

[18]  Jong Soo Kim,et al.  An adaptive joint replenishment policy for items with non-stationary demands , 2020, Oper. Res..

[19]  Hamed Fazlollahtabar,et al.  An integration between fuzzy PROMETHEE and fuzzy linear program for supplier selection problem: Case study , 2016 .

[20]  Hacer Güner Gören A decision framework for sustainable supplier selection and order allocation with lost sales , 2018 .

[21]  Andrew C. Trapp,et al.  Identifying Robust portfolios of suppliers: a sustainability selection and development perspective , 2016 .

[22]  Gülçin Büyüközkan,et al.  A novel hybrid MCDM approach based on fuzzy DEMATEL, fuzzy ANP and fuzzy TOPSIS to evaluate green suppliers , 2012, Expert Syst. Appl..

[23]  Mustafa Batuhan Ayhan,et al.  A two stage approach for supplier selection problem in multi-item/multi-supplier environment with quantity discounts , 2015, Comput. Ind. Eng..

[24]  Anjali Awasthi,et al.  Green supplier development program selection using NGT and VIKOR under fuzzy environment , 2016, Comput. Ind. Eng..

[25]  Herbert Kotzab,et al.  A SUPPLY CHAIN‐ORIENTED APPROACH OF WORKING CAPITAL MANAGEMENT , 2010 .

[26]  J. Roehrich,et al.  Driving green supply chain management performance through supplier selection and value internalisation: A self-determination theory perspective , 2017 .

[27]  Enver Yücesan,et al.  Inventory management under working capital constraints , 2017, J. Simulation.

[28]  Ali H. Diabat,et al.  Integrated fuzzy multi criteria decision making method and multi-objective programming approach for supplier selection and order allocation in a green supply chain , 2013 .

[29]  Stephen A. Smith,et al.  Estimating negative binomial demand for retail inventory management with unobservable lost sales , 1996 .

[30]  X. Chao,et al.  Dynamic inventory management with cash flow constraints , 2008 .

[31]  Jong Soo Kim,et al.  Inventory control model for a supply chain system with multiple types of items and minimum order size requirements , 2018, Int. Trans. Oper. Res..

[32]  K. Govindan,et al.  A fuzzy multi criteria approach for measuring sustainability performance of a supplier based on triple bottom line approach , 2013 .

[33]  Ahmad Jafarian,et al.  Bi-objective integrating sustainable order allocation and sustainable supply chain network strategic design with stochastic demand using a novel robust hybrid multi-objective metaheuristic , 2015, Comput. Oper. Res..

[34]  A. Keramati,et al.  Supplier selection and order allocation problem using a two-phase fuzzy multi-objective linear programming , 2013 .

[35]  Edward A. Silver,et al.  Inventory management with periodic ordering and minimum order quantities , 1998, J. Oper. Res. Soc..

[36]  S. Mohammad Arabzad,et al.  An Integrated Model For Supplier Selection and Order Allocation; Using Shannon Entropy, SWOT and Linear Programming , 2012 .

[37]  Sergio Cavalieri,et al.  An improved multi-choice goal programming approach for supplier selection problems , 2015 .

[38]  Reza Farzipoor Saen,et al.  Future planning for benchmarking and ranking sustainable suppliers using goal programming and robust double frontiers DEA , 2017 .

[39]  Narges Banaeian,et al.  Green supplier selection using fuzzy group decision making methods: A case study from the agri-food industry , 2018, Comput. Oper. Res..

[40]  Tülin Aktin,et al.  Mathematical modelling of sustainable procurement strategies: three case studies , 2016 .

[41]  R. J. Kuo,et al.  Developing a supplier selection system through integrating fuzzy AHP and fuzzy DEA: a case study on an auto lighting system company in Taiwan , 2010 .

[42]  Bin Zhou Inventory management of multi-item systems with order size constraint , 2010, Int. J. Syst. Sci..

[43]  Shaligram Pokharel,et al.  A hybrid approach using ISM and fuzzy TOPSIS for the selection of reverse logistics provider , 2009 .

[44]  Kannan Govindan,et al.  Fuzzy Axiomatic Design approach based green supplier selection: A case study from Singapore , 2015 .

[45]  Himanshu Gupta,et al.  Supplier selection among SMEs on the basis of their green innovation ability using BWM and fuzzy TOPSIS , 2017 .

[46]  Chia-Wei Hsu,et al.  Applying hazardous substance management to supplier selection using analytic network process , 2009 .

[47]  M. Katehakis,et al.  ON THE STRUCTURE OF OPTIMAL ORDERING POLICIES FOR STOCHASTIC INVENTORY SYSTEMS WITH MINIMUM ORDER QUANTITY , 2006, Probability in the Engineering and Informational Sciences.

[48]  Cheng-Hung Wu,et al.  Coordinated capacity planning in two-stage thin-film-transistor liquid-crystal-display (TFT-LCD) production networks , 2014 .

[49]  M. Katehakis,et al.  Effective control policies for stochastic inventory systems with a minimum order quantity and linear costs , 2007 .

[50]  Madjid Tavana,et al.  Production , Manufacturing and Logistics Modeling synergies in multi-criteria supplier selection and order allocation : An application to commodity trading , 2016 .

[51]  Yun Zhou,et al.  Production , Manufacturing and Logistics A periodic-review inventory system with a capacitated backup supplier for mitigating supply disruptions , 2012 .

[52]  Imre Dobos,et al.  Green supplier selection and evaluation using DEA-type composite indicators , 2014 .

[53]  S. Minner,et al.  Typology and Literature Review on Multiple Supplier Inventory Control Models , 2017, Eur. J. Oper. Res..

[54]  Louis Y.Y. Lu,et al.  Environmental principles applicable to green supplier evaluation by using multi-objective decision analysis , 2007 .