A systematic review on supplier selection and order allocation problems
محورهای موضوعی : Mathematical OptimizationSourour Aouadni 1 , Ismahene Aouadni 2 , Abdelwaheb Rebaï 3
1 - College of Business, Department of Business Administration, Bisha University, Bisha, Saudi Arabia|Laboratory of Modeling and Optimization for Decisional, Industrial and Logistic Systems, Sfax University, Sfax, Tunisia
2 - College of Business, Department of Business Administration, Bisha University, Bisha, Saudi Arabia|Laboratory of Modeling and Optimization for Decisional, Industrial and Logistic Systems, Sfax University, Sfax, Tunisia
3 - Laboratory of Modeling and Optimization for Decisional, Industrial and Logistic Systems, Sfax University, Sfax, Tunisia
کلید واژه: Optimization, Multi-Criteria Decision Making, Supplier selection, Order allocation, Multiple sourcing, Single sourcing,
چکیده مقاله :
The supplier selection and order allocation are two key strategic decisions in purchasing problem. The review presented in this paper focuses on the supplier selection problems (SSP) and order allocation from year 2000 to 2017 in which a new structure and classification of the existing research streams and the different MCDM methods and mathematical models used for SSP will be presented. The review was examined in three aspects: the summaries of the existing evidence concerning the problems, the identification of gaps in the current research to help determine where further investigation might be needed and positioning new research activities.
Adeinat H, Ventura AJ (2015) Determining the retailer’s replenishment policy considering multiple capacitated suppliers and pricesensitive demand. Eur J Oper Res 247(2015):83–92
Ahmad MT, Mondal S (2016) Dynamic supplier selection model under two-echelon supply network. Expert Syst Appl 65:255–270
Aissaoui N, Mohamed H, Elkaf H (2007) Supplier selection and order lot sizing modeling: a review. Comput Oper Res 34:3516–3540
Akarte MM, Surendra NV, Ravi B, Rangaraj N (2001) Web based casting supplier evaluation using analytical hierarchy process. J Oper Res Soc 52(5):511–522
Aksoy A, Öztürk N (2011) Supplier selection and performance evaluation in just-in-time production environments. Expert Syst Appl 38:6351–6359
Almeida AT (2007) Multicriteria decision model for outsourcing contracts selection based on utility function and ELECTRE method. Comput Oper Res 34:3569–3574
Amid A, Ghodsypour SH, O’Brien C (2006) Fuzzy multiobjective linear model for supplier selection in a supply chain. Int J Prod Econ 104(2):394–407
Amid A, Ghodsypour SH, O’Brien C (2009) A weighted additive fuzzy multiobjective model for the supplier selection problem under price breaks in a supply Chain. Int J Prod Econ 121:323–332
Amid A, Ghodsypour SH, O‘Brien C (2011) A weighted max–min model for fuzzy multi-objective supplier selection in a supply chain. Int J Prod Econ 131:139–145
Amin SH, Razmi J (2009) An integrated fuzzy model for supplier management: a case study of ISP selection and evaluation. Expert Syst Appl 36(4):8639–8648
Amin SH, Zhang G (2012) An integrated model for closed-loop supply chain confguration and supplier selection: multi-objective approach. Expert Syst Appl 39:6782–6791
Amin SH, Razmi J, Zhang G (2011) Supplier selection and order allocation based on fuzzy SWOT analysis and fuzzy linear programming. Expert Syst Appl 38(1):334–342
Aouadni S, Allouche MA, Rebai A (2013) Supplier selection: an analytic network process and imprecise goal programming model integrating the decision-maker’s preferences. Int J Oper Res 16(2):137–154
Aouadni S, Rebai A, Zenonas T (2017) The meaningful mixed data TOPSIS (TOPSIS-MMD) method and its application in supplier selection. Stud Inform Control 26(3):353–363
Araz C, Ozkarahan I (2007) Supplier evaluation and management system for strategic sourcing based on a new multi-criteria sorting procedure. Int J Prod Econ 106:585–606
Arikan F (2013) A fuzzy solution approach for multi objective supplier selection. Expert Syst Appl 40:947–952
Assadipour G, Razmi J (2012) Possibilistic inventory and supplier selection model for an assembly system. Int J Adv Manuf Technol 67:575–587
Awasthi A, Chauhan SS, Goyal SK, Proth JM (2009) Supplier selection problem for a single manufacturing unit under stochastic demand. Int J Prod Econ 117:229–233
Awasthi A, Chauhan SS, Goyal SK (2010) A fuzzy multicriteria approach for evaluating environmental performance of suppliers. Int J Prod Econ 126(2):370–378
Ayhan MB, Kilic HS (2015) A two stage approach for supplier selection problem in multi-item/multi-supplier environment with quantity discounts. Comput Ind Eng 85(2015):1–12
Bai C, Sarkis J (2010) Integrating sustainability into supplier selection with grey system and rough set methodologies. Int J Prod Econ 124(1):252–264
Barla SB (2003) A case study of supplier selection for lean supply by using a mathematical model. Logist Inf Manag 16(6):451–459
Basnet C, Leung JMY (2005) Inventory lot-sizing with supplier selection. Comput Oper Res 32:1–14
Bayazit O (2006) Use of analytic network process in vendor selection decisions. Benchmarking Int J 13(5):566–579
Beikkhakhian Y, Javanmardi M, Karbasian M, Khayambashi B (2015) The application of ISM model in evaluating agile suppliers selection criteria and ranking suppliers using fuzzy TOPSIS-AHP methods. Expert Syst Appl 42(2015):6224–6236
Bichler M, Schneider S, Guler K, Sayal M (2011) Compact bidding languages and supplier selection for markets with economies of scale and scope. Eur J Oper Res 214:67–77
Boran FE, Genç S, Kurt M, Akay D (2009) A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method. Expert Syst Appl 36(8):11363–11368
Bottani E, Rizzi A (2008) An adapted multi-criteria approach to suppliers and products selection: an application oriented to lead-time reduction. Int J Prod Econ 111(2):763–781
Bruno G, Esposito E, Genovese A, Simpson M (2016) Applying supplier selection methodologies in a multi-stakeholder environment: a case study and a critical assessment. Expert Syst Appl 43(2016):271–285
Burke GJ, Carrillo J, Vakharia AJ (2008) Heuristics for sourcing from multiple suppliers with alternative quantity discounts. Eur J Oper Res 186:317–329
Büyüközkan G, Göçer F (2016) Application of a new combined intuitionistic fuzzy MCDM approach based on axiomatic design methodology for the supplier selection problem. Appl Soft Comp. Available online 1 September 2016, In Press, accepted manuscript—note to users
Büyüközkan G, Göçer F (2017) Application of a new combined intuitionistic fuzzy MCDM approach based on axiomatic design methodology for the supplier selection problem. Appl Soft Comput 52:1222–1238
Cakravastia A, Takahashi K (2004) Integrated model for supplier selection and negotiation in a make-to-order environment. Int J Prod Res 42(21):4457–4474
Cárdenas-Barrón LE, González-Velarde J, Treviño-Garza G (2015) A new approach to solve the multi-product multi-period inventory lot sizing with supplier selection problem. Comput Oper Res 64(2015):225–232
Çebi F, Bayraktar D (2003) An integrated approach for supplier selection. Logist Inf Manag 16(6):395–400
Celebi D, Bayraktar D (2008) An integrated neural network and data envelopment analysis for supplier evaluation under incomplete information. Expert Syst Appl 35(4):1698–1710
Chai JY, Liu JNK, Xu ZS (2012) A new rule-based SIR approach to supplier selection under intuitionistic fuzzy environments. Int J Uncertain Fuzziness Knowl Based Syst 20(3):451–471
Chai J, James NKL, Eric WTN (2013) Application of decision-making techniques in supplier selection: a systematic review of literature. Expert Syst Appl 40:3872–3885
Chamodrakas I, Batis D, Martakos D (2010) Supplier selection in electronic marketplaces using satisfcing and fuzzy AHP. Expert Syst Appl 37(1):490–498
Chan FTS (2003) Interactive selection model for supplier selection process: an analytical hierarchy process approach. Int J Prod Res 41(15):3549–3579
Chan FTS, Chan HK (2010) An AHP model for selection of suppliers in the fast changing fashion market. Int J Adv Manuf Technol 51(9–12):1195–1207
Chan FTS, Kumar N (2007) Global supplier development considering risk factors using fuzzy extended AHP-based approach. OMEGA Int J Manag Sci 35(4):417–431
Chan FTS, Kumar N, Tiwari MK, Lau HCW, Choy KL (2008) Global supplier selection: a fuzzy-AHP approach. Int J Prod Res
46(14):3825–3857
Chang YS, Lee KJ (2010) A comparison shopping optimization model based on suppliers’ pricing contexts. Expert Syst Appl 37:5736–5744
Chauhan SS, Proth JM (2003) The concave cost supply problem. Eur J Oper Res 148:374–383
Che ZH (2010) A genetic algorithm-based model for solving multiperiod supplier selection problem with assembly sequence. Int J Prod Res 48(15):4355–4377
Che ZH, Wang HS (2008) Supplier selection and supply quantity allocation of common and non-common parts with multiple criteria under multiple products. Comput Ind Eng 55:110–133
Chen Y-J (2011a) Structured methodology for supplier selection and evaluation in a supply chain. Inf Sci 181(9):1651–1670
Chen T (2011b) Bivariate models of optimism and pessimism in multi-criteria decision-making based on intuitionistic fuzzy sets. Inf Sci 181(11):2139–2165
Chen YH, Chao RJ (2012) Supplier selection using consistent fuzzy preference relations. Expert Syst Appl 39:3233–3240
Chen YM, Huang PN (2007) Bi-negotiation integrated AHP in suppliers selection. Benchmarking Int J 14(5):575–593
Chen LY, Wang T (2009) Optimizing partners’ choice in IS/IT outsourcing projects: the strategic decision of fuzzy VIKOR. Int J Prod Econ 120(1):233–242
Chen PS, Wu MT (2013) A modifed failure mode and efects analysis method for supplier selection problems in the supply chain risk environment: a case study. Comput Ind Eng 66:634–642
Chen KL, Chen KS, Li RK (2005) Suppliers capability and price analysis chart. Int J Prod Econ 98:315–327
Chen CT, Lin CT, Huang SF (2006) A fuzzy approach for supplier evaluation and selection in supply chain management. Int J Prod Econ 102(2):289–301
Chen T, Wang H, Lu Y (2011a) A multicriteria group decision-making approach based on interval-valued intuitionistic fuzzy sets: a comparative perspective. Expert Syst Appl 38(6):7647–7658
Chen Y, Wang T, Wu C (2011b) Strategic decisions using the fuzzy PROMETHEE for IS outsourcing. Expert Syst Appl
38(10):13216–13222
Choi TM (2013) Optimal apparel supplier selection with forecast updates under carbon emission taxation scheme. Comput Oper Res 40:2646–2655
Chou SY, Chang YH (2008) A decision support system for supplier selection based on a strategy-aligned fuzzy SMART approach. Expert Syst Appl 34(4):2241–2253
Choudhary D, Shankar R (2013) Joint decision of procurement lotsize, supplier selection, and carrier selection. J Purch Supply Manag 19:16–26
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
Choy KL, Lee WB (2002) A generic tool for the selection and management of supplier relationships in an outsourced manufacturing environment: the application of case based reasoning. Logist Inf Manag 15(4):235–253
Choy KL, Lee WB (2003) A generic supplier management tool for outsourcing manufacturing. Supply Chain Manag Int J
8(2):140–154
Choy KL, Lee WB, Lo V (2002) Development of a case based intelligent customer–supplier relationship management system. Expert Syst Appl 23(3):281–297
Choy KL, Fan KKH, Lo V (2003) Development of an intelligent customer–supplier relationship management system: the
application of case-based reasoning. Ind Manag Data Syst 103(4):263–274
Crama Y, Pascual JR, Torres A (2004) Optimal procurement decisions in the presence of total quantity discounts and alternative product recipes. Eur J Oper Res 159(2):364–378
Dalalah D, Hayajneh M, Batieha F (2011) A fuzzy multi-criteria decision making model for supplier selection. Expert Syst Appl 38(7):8384–8391
De Boer L, Labro E, Morlacchi P (2001) A review of methods supporting supplier Selection. Eur J Purch Supply Manag 7:75–89
Demirtas EA, Üstün O (2008) An integrated multi-objective decision making process for supplier selection and order allocation. Omega 36(1):76–90
Demirtas EA, Üstün O (2009) Analytic network process and multiperiod goal programming integration in purchasing decisions. Comput Ind Eng 56(2):677–690
Deng Y, Chan FTS (2011) A new fuzzy dempster MCDM method and its application in supplier selection. Expert Syst Appl
38(8):9854–9861
Deng S, Aydin R, Kwong CK, Huang Y (2014) Integrated product line design and supplier selection: a multi-objective optimization paradigm. Comput Ind Eng 70:150–158
Denyer D, Tranfeld D (2009) Producing a systematic review. In: Buchanan D, Bryman A (eds) Handbook of organizational
research methods. Sage Publications, London, pp 671–689
Denyer D, Tranfeld D, van Aken JE (2008) Developing design propositions through research synthesis. Organ Stud 29(3):393–413
Dickson GW (1966) An analysis of vendor selection systems and decisions. J Purch 2(1):5–17
Du B, Guo S, Huang X, Li Y, Guo J (2015) A Pareto supplier selection algorithm for minimum the life cycle cost of complex product system. Expert Syst Appl 42(2015):4253–4264
Dulmin R, Mininno V (2003) Supplier selection using a multi-criteria decision aid method. J Purch Supply Manag 9:177–187
Dursun M, Karsak EE (2013) A QFD-based fuzzy MCDM approach for supplier selection. Appl Math Model 37:5864–5875 Dweiri F, Kumar S, Khan SA, Jain V (2016) Designing an integrated AHP based decision support system for supplier selection in automotive industry. Expert Syst Appl 62:273–283
Ebrahim M, Razmi J, Haleh H (2009) Scatter search algorithm for supplier selection and order lot sizing under multiple price discount environment. Adv Eng Softw 40:766–776
Ekici A (2013) An improved model for supplier selection under capacity constraint and multiple criteria. Int J Prod Econ 141:574–581
Esfandiari N, Seifbarghy M (2013) Modeling a stochastic multi-objective supplier quota allocation problem with price-dependent ordering. Appl Math Model 37:5790–5800
Esmaeili AD, Abolfazl K, Behrooz P (2013) A two-level GA to solve an integrated multi-item supplier selection model. Appl Math Comput 219:7600–7615
Faez F, Ghodsypour SH, O’Brien C (2009) Vendor selection and order allocation using an integrated fuzzy case-based reasoning and mathematical programming model. Int J Prod Econ 21:395–408
Falagario M, Sciancalepore F, Costantino N, Pietroforte R (2012) Using a DEA cross efciency approach in public procurement tenders. Eur J Oper Res 218(2):523–529
Saen RF (2007) Suppliers selection in the presence of both cardinal and ordinal data. Eur J Oper Res 183(2):741–747
Saen RF (2007) A new mathematical approach for supplier selection: accounting for non-homogeneity is important. Appl Math Comput 185(1):84–95
Feng B, Fan Z, Li Y (2011) A decision method for supplier selection in multiservice outsourcing. Int J Prod Econ 132(2):240–250
Garfamy RM (2006) A data envelopment analysis approach based on total cost of ownership for supplier selection. J Enterp Inf Manag 19(6):662–678
Gencer C, Gürpinar D (2007) Analytic network process in supplier selection: a case study in an electronic frm. Appl Math Model 31(11):2475–2486
Ghadikolaei AS, Parkouhi SV (2017) A resilience approach for supplier selection: using fuzzy analytic network process and grey VIKOR techniques. J Clean Prod 161:431–451
Ghaniabadi M, Mazinani A (2017) Dynamic lot sizing with multiple suppliers, backlogging and quantity discounts. Comput Ind Eng 110:67–74
Ghodsypour SH, O‘Brien C (2001) The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint. Int J Prod Econ 73(1):15–27
Glickman TS, White SC (2008) Optimal vendor selection in a multiproduct supply chain with truckload discounts. Transp Res Part E 44:684–695
Glock CH (2012) Single sourcing versus dual sourcing under conditions of learning. Comput Ind Eng 62:318–328
Golmohammadi D, Mellat-Parast M (2012) Developing a grey-based decision making model for supplier selection. Int J Prod Econ 137(2):191–200
Goossens D, Maas A, Spieksma FCR, van de Klundert J (2007) Exact algorithms for a procurement problem with total quantity discounts. Eur J Oper Res 178(2):603–626
Gorji MH, Setak M, Karimi H (2014) Optimizing inventory decisions in a two-level supply chain with order quantity constraints. Appl Math Model 38(3):814–827
Govindan K, Khodaverdi R, Jafarian A (2013) A fuzzy multi criteria approach for measuring sustainability performance of a supplier based on triple bottom line approach. J Clean Prod 47:345–354
Guneri AF, Yucel A, Ayyildiz G (2009) An integrated fuzzy-lp approach for a supplier selection problem in supply chain management. Expert Syst Appl 36(5):9223–9228
Guneri AF, Ertay T, Yucel A (2011) An approach based on ANFIS input selection and modeling for supplier selection problem. Expert Syst Appl 38(12):14907–14917
Guo C, Li X (2014) A multi-echelon inventory system with supplier selection and order allocation under stochastic demand. Int J Prod Econ 151:37–47
Ha HS, Krishnan R (2008) A hybrid approach to supplier selection for the maintenance of a competitive supply chain. Expert Syst Appl 34(2):1303–1311
Hajji A, Gharbi A, Kenne JP, Pellerin R (2011) Production control and replenishment strategy with multiple suppliers. Eur J Oper Res 208:67–74
Haleh H, Hamidi A (2011) A fuzzy MCDM model for allocating orders to suppliers in a supply chain under uncertainty over a multiperiod time horizon. Expert Syst Appl 38(8):9076–9083
Hammami R, Temponi C, Frein Y (2014) A scenario-based stochastic model for supplier selection in global context with multiple buyers, currency fuctuation uncertainties, and price discounts. Eur J Oper Res 233:159–170
Ho W, Xu X, Dey PK (2010) Multi-criteria decision making approaches for supplier evaluation and selection: a literature review. Eur J Oper Res 202:16–24
Hong GH, Park SC, Jang DS, Rho HM (2005) An efective supplier selection method for constructing a competitive supply-relationship. Expert Syst Appl 28(4):629–639
Hou J, Su D (2007) EJB–MVC oriented supplier selection system for mass customization. J Manuf Technol Manag 18(1):54–71
Hsu B, Chiang C, Shu M (2010) Supplier selection using fuzzy quality data and their applications to touch screen. Expert Syst Appl 37(9):6192–6200
Hsu CH, Wang FK, Tzeng GH (2012) The best vendor selection for conducting the recycled material based on a hybrid MCDM model combining DANP with VIKOR. Resour Conserv Recycl 66:95–111
Huang SH, Keska H (2007) Comprehensive and confgurable metrics for supplier selection. Int J Prod Econ 105(2):510–523
Humphreys P, Huang G, Cadden T, McIvor R (2007) Integrating design metrics within the early supplier selection process. J Purch Supply Manag 13:42–52
Igoulalene I, Benyoucef L, Tiwari MK (2015) Novel fuzzy hybrid multi-criteria group decision making approaches for the
strategic supplier selection problem. Expert Syst Appl 42(2015):3342–3356
Jadidi O, Zolfaghari SN, Cavalieri S (2014) A new normalized goal programming model for multi-objective problems: a case of supplier selection and order allocation. Int J Prod Econ 148:158–165
Jadidi O, Cavalieri S, Zolfaghari S (2015) An improved multi-choice goal programming approach for supplier selection problems. Appl Math Model 39(2015):4213–4222
Jolai F, Yazdian SA, Shahanaghi K, Khojasteh MA (2011) Integrating fuzzy TOPSIS and multi-period goal programming for purchasing multiple products from multiple suppliers. J Purch Supply Manag 17:42–53
Junior FRL, Osiro L, Carpinetti LCR (2014) A comparison between fuzzy AHP and fuzzy TOPSIS methods to supplier selection. Appl Soft Comput 21:194–209
Kahraman C, Cebeci U, Ulukan Z (2003) Multi-criteria supplier selection using fuzzy AHP. Logist Inf Manag 16(6):382–394
Kang HY, Lee AHI (2010) Inventory replenishment model using fuzzy multiple objective programming: a case study of a high-tech company in Taiwan. Appl Soft Comput 10:1108–1118
Kar AK (2015) A hybrid group decision support system for supplier selection using analytic hierarchy process, fuzzy set theory and neural network. J Comput Sci 6(2015):23–33
Kara SS (2011) Supplier selection with an integrated methodology in unknown environment. Expert Syst Appl 38:2133–2139
Karpak B, Kumcu E, Kasuganti RR (2001) Purchasing materials in the supply chain: Managing a multi-objective task. Eur J Purch Supply Manag 7(3):209–216
Karsak EE, Dursun M (2014) An integrated supplier selection methodology incorporating QFD and DEA with imprecise data. Expert Syst Appl 41(16):6995–7004
Kawtummachai R, Van Hop N (2005) Order allocation in a multiplesupplier environment. Int J Prod Econ 93:231–238
Keskin GA, Ilhan S, Özkan C (2010) The fuzzy ART algorithm: a categorization method for supplier evaluation and selection. Expert Syst Appl 37(2):1235–1240
Khaled AA, Paul SK, Chakraborty RK, Ayuby MS (2011) Selection of suppliers through diferent multi-criteria decision making techniques. Glob J Manag Bus Res 11(4). ISSN: 0975-5853
Kheljani JG, Ghodsypour SH, O‘Brien C (2009) Optimizing whole supply chain beneft versus buyer’s beneft through supplier selection. Int J Prod Econ 121:482–493
Kilic HS (2013) An integrated approach for supplier selection in multi-item/multi-supplier environment. Appl Math Model
37:7752–7763
Kokangul A, Susuz Z (2009) Integrated analytical hierarch process and mathematical programming to supplier selection problem with quantity discount. Appl Math Model 33:1417–1429
Krishankumar R, Ravichandran KS, Saeid AB (2017) A new extension to PROMETHEE under intuitionistic fuzzy environment for solving supplier selection problem with linguistic preferences. Appl Soft Comput 60:564–576
Kumar M, Vrat P, Shankar R (2004) A fuzzy goal programming approach for vendor selection problem in a supply chain. Comput Ind Eng 46:69–85
Kumar M, Vrat P, Shankar R (2006) A fuzzy programming approach for vendor selection problem in a supply chain. Int J Prod Econ 101:273–285
Kuo RJ, Hong SY, Huang YC (2010) Integration of particle swarm optimization-based fuzzy neural network and artifcial neural network for supplier selection. Appl Math Model 34:3976–3990
Kuo RJ, Pai CM, Lin RH, Chu HC (2015) The integration of association rule mining and artifcial immune network for supplier selection and order quantity allocation. Appl Math Comput 250(2015):958–972
Lee AHI (2009) A fuzzy AHP evaluation model for buyer–supplier relationships with the consideration of benefts, opportunities, costs and risks. Int J Prod Res 47(15):4255–4280
Lee CC, Ouyang C (2009) A neural networks approach for forecasting the supplier’s bid prices in supplier selection negotiation process. Expert Syst Appl 36(2):2961–2970
Lee AHI, Kang H, Chang C (2009) Fuzzy multiple goal programming applied to TFT-LCD supplier selection by downstream manufacturers. Expert Syst Appl 36(3):6318–6325
Lee AHI, Kang HY, Lai CM, Hong WY (2013) An integrated model for lot sizing with supplier selection and quantity discounts. Appl Math Model 37:4733–4746
Lee J, Cho H, Kim YS (2015) Assessing business impacts of agility criterion and order allocation strategy in multi-criteria supplier selection. Expert Syst Appl 42(2015):1136–1148
Li L, Zabinsky ZB (2011) Incorporating uncertainty into a supplier selection problem. Int J Prod Econ 134:344–356
Li G, Yamaguchi D, Nagai M (2008) A grey-based rough decisionmaking approach to supplier selection. Int J Adv Manuf Technol 36(9–10):1032–1040
Li S, Murat A, Huang W (2009) Selection of contract suppliers under price and demand uncertainty in a dynamic market. Eur J Oper Res 198:830–847
Liao C, Kao H (2011) An integrated fuzzy TOPSIS and MCGP approach to supplier selection in supply chain management.
Expert Syst Appl 38(9):10803–10811
Liao ZY, Rittscher J (2007a) Integration of supplier selection, procurement lot sizing and carrier selection under dynamic demand conditions. Int J Prod Econ 107:502–510
Liao ZY, Rittscher J (2007b) A multi-objective supplier selection model under stochastic demand conditions. Int J Prod Econ 105(1):150–159
Lin RH (2009) An integrated FANP-MOLP for supplier evaluation and order allocation. Appl Math Model 33:2730–2736
Lin RH (2012) An integrated model for supplier selection under a fuzzy situation. Int J Prod Econ 138:55–61
Lin Y, Lin C, Yu H, Tzeng G (2010) A novel hybrid MCDM approach for outsourcing vendor selection: a case study for a semiconductor company in taiwan. Expert Syst Appl 37(7):4796–4804
Lin CT, Chen CB, Ting YC (2011) An ERP model for supplier selection in electronics industry. Expert Syst Appl 38:1760–1765
Liu FHF, Hai HL (2005) The voting analytic hierarchy process method for selecting supplier. Int J Prod Econ 97(3):308–317
Liu P, Zhang X (2011) Research on the supplier selection of a supply chain based on entropy weight and improved ELECTRE-III method. Int J Prod Res 49(3):637–646
Liu J, Ding FY, Lall V (2000) Using data envelopment analysis to compare suppliers for supplier selection and performance improvement. Supply Chain Manag Int J 5(3):143–150
Liu L, Liang L, JinP X (2006) ATC based coordination of distributed production planning and supplier selection. Appl Math Comput 182:1154–1168
Luo X, Wu C, Rosenberg D, Barnes D (2009) Supplier selection in agile supply chains: an information-processing model and an illustration. J Purch Supply Manag 15:249–262
Mafakheri F, Breton M, Ghoniem A (2011) Supplier selection-order allocation: a two-stage multiple criteria dynamic programming approach. Int J Prod Econ 132(1):52–57
Manerba D, Mansini R (2012) An exact algorithm for the capacitated total quantity discount problem. Eur J Oper Res 222:287–300
Mansini R, Savelsbergh MWP, Tocchella B (2012) The supplier selection problem with quantity discounts and truckload shipping. Omega 40:445–455
Mazdeh MM, Emadikhiav M, Parsa I (2015) A heuristic to solve the dynamic lot sizing problem with supplier selection and quantity discounts. Comput Ind Eng 85(2015):33–43
Meena PL, Sarmah SP, Sarkar A (2011) Sourcing decisions under risks of catastrophic event disruptions. Transp Res Part E
47:1058–1074
Mendoza A, Ventura JA (2010) A serial inventory system with supplier selection and order quantity allocation. Eur J Oper Res 207:1304–1315
Mendoza A, Ventura JA (2012) Analytical models for supplier selection and order quantity allocation. Appl Math Model 36:3826–3835
Moghaddam SK (2015) Fuzzy multi-objective model for supplier selection and order allocation in reverse logistics systems under supply and demand uncertainty. Expert Syst Appl 42(2015):6237–6254
Mohammaditabar D, Ghodsypour SH, Hafezalkotob A (2015) A game theoretic analysis in capacity-constrained supplier-selection and cooperation by considering the total supply chain inventory costs. Int J Prod Econ. Available online 28 November 2015
Montazer GA, Saremi HQ, Ramezani M (2009) Design a new mixed expert decision aiding system using fuzzy ELECTRE III method for vendor selection. Expert Syst Appl 36(8):10837–10847
Muralidharan C, Anantharaman N, Deshmukh SG (2002) A multicriteria group decision-making model for supplier rating. J Supply Chain Manag 38(4):22–33
Narasimhan R, Talluri S, Mendez D (2001) Supplier evaluation and rationalization via data envelopment analysis: an empirical examination. J Supply Chain Manag 37(3):28–37
Narasimhan R, Talluri S, Mahapatra SK (2006) Multiproduct, multicriteria model for supplier selection with product life-cycle considerations. Decis Sci 37(4):577–603
Nazari-Shirkouhi S, Shakouri H, Javadi B, Keramati A (2013) Supplier selection and order allocation problem using a two-phase fuzzy multi-objective linear programming. Appl Math Model 37:9308–9323
Ng WL (2008) An efcient and simple model for multiple criteria supplier selection problem. Eur J Oper Res 186(3):1059–1067
Onüt S, Kara SS, Isik E (2009) Long term supplier selection using a combined fuzzy MCDM approach: a case study for a telecommunication company. Expert Syst Appl 36(2):3887–3895
Osman H, Demirli K (2010) A bilinear goal programming model and a modifed Benders decomposition algorithm for supply chain reconfguration and supplier selection. Int J Prod Econ 124:97–105
Ozgen D, Onuta S, Gulsun B, Tuzkaya RF, Tuzkaya G (2008) A twophase possibilistic linear programming methodology for multiobjective supplier evaluation and order allocation problems. Inf Sci 178(2):485–500
Ozkok BA, Tiryaki F (2011) A compensatory fuzzy approach to multiobjective linear supplier selection problem with multiple-item. Expert Syst Appl 38:11363–11368
Palak G, Ekşioğlu SD, Geunes J (2014) Analyzing the impacts of carbon regulatory mechanisms on supplier and mode selection decisions: an application to a biofuel supply chain. Int J Prod Econ 154:198–216
Pazhani S, Ventura AJ, Mendoza A (2016) A serial inventory system with supplier selection and order quantity allocation considering transportation costs. Appl Math Model 40(2016):612–634
Peng J (2012) Selection of logistics outsourcing service suppliers based on AHP. Energy Procedia 17:595–601
Ravindran AR, Bilsel RU, Wadhwa V, Yang T (2010) Risk adjusted multicriteria supplier selection models with applications. Int J Prod Res 48(2):405–424
Razmi J, Rafei H (2010) An integrated analytic network process with mixed integer non-linear programming to supplier selection and order allocation. Int J Adv Manuf Technol 49(9–12):1195–1208
Razmi J, Rafei H, Hashemi M (2009a) Designing a decision support system to evaluate and select suppliers using fuzzy analytic network process. Comput Ind Eng 57(4):1282–1290
Razmi J, Songhori MJ, Khakbaz MH (2009b) An integrated fuzzy group decision making/fuzzy linear programming (FGDMLP) framework for supplier evaluation and order allocation. Int J Adv Manuf Technol 43(5–6):590–607
Rezaei J, Davoodi M (2008) A deterministic, multi-item inventory model with supplier selection and imperfect quality. Appl Math Model 32:2106–2116
Rezaei J, Davoodi M (2011) Multi-objective models for lot-sizing with supplier selection. Int J Prod Econ 130(1):77–86
Rezaei J, Davoodi M (2012) A joint pricing, lot-sizing, and supplier selection model. Int J Prod Res 50(16):4524–4542
Rezaei J, Ortt R (2013) Multi-criteria supplier segmentation using a fuzzy preference relations based AHP. Eur J Oper Res
225(2013):75–84
Rezaei J, Fahim PBM, Tavasszy L (2014) Supplier selection in the airline retail industry using a funnel methodology: conjunctive screening method and fuzzy AHP. Expert Syst Appl 41(2014):8165–8179
Rezaei J, Davoodi M, Tavasszy L, Davarynejad M (2015a) A multiobjective model for lot-sizing with supplier selection for an assembly system. Int J Logist Res Appl 19(2):125–142
Rezaei J, Wang J, Tavasszy L (2015b) Linking supplier development to supplier segmentation using best worst method. Expert Syst Appl 42(2015):9152–9164
Rezaei J, Nispeling T, Sarkis J, Tavasszy L (2016) A supplier selection life cycle approach integrating traditional and environmental criteria using the best worst method. J Clean Prod 135:577–588
Roshandel J, Miri-Nargesi SS, Hatami-Shirkouhi L (2013) Evaluating and selecting the supplier in detergent production industry using hierarchical fuzzy TOPSIS. Appl Math Model 37:10170–10181
Rouyendegh BD, Saputro TE (2014) Supplier selection using integrated fuzzy TOPSIS and MCGP: a case study. Procedia Soc Behav Sci 116:3957–3970
Ruiz-Torres AJ, Mahmoodi F, Amy ZZ (2013) Supplier selection model with contingency planning for supplier failures. Comput Ind Eng 66:374–382
Sadeghieh A, Dehghanbaghi M, Dabbaghi A, Barak S (2012) A genetic algorithm based grey goal programming (G3) approach for parts supplier evaluation and selection. Int J Prod Res 50(16):4612–4630
Saen RF (2006) A decision model for selecting technology suppliers in the presence of nondiscretionary factors. Appl Math Comput 181(2):1609–1615
Sanayei A, Mousavi SF, Abdi MR, Mohaghar A (2008) An integrated group decision making process for supplier selection and order allocation using multi-attribute utility theory and linear programming. J Frankl Inst 345:731–747
Sanayei A, Farid MS, Yazdankhah A (2010) Group decision making process for supplier selection with VIKOR under fuzzy environment. Expert Syst Appl 37(1):24–30
Sarkis J, Talluri S (2002) A model for strategic supplier selection. J Supply Chain Manag 38(4):18–28
Sawik T (2010) Single vs.multiple objective supplier selection in a make to order environment. Omega 38:203–212
Sawik T (2011a) Selection of a dynamic supply portfolio in maketo-order environment with risks. Comput Oper Res 38:782–796
Sawik T (2011b) Selection of supply portfolio under disruption risks. Omega 39:194–208
Sawik T (2011c) Supplier selection in make-to-order environment with risks. Math Comput Model 53(9–10):1670–1679
Sawik T (2013) Selection of resilient supply portfolio under disruption risks. Omega 41:259–269
Sawik T (2014) Joint supplier selection and scheduling of customer orders under disruption risks: single vs. dual sourcing. Omega 43:83–95
Scott J, Ho W, Dey PK, Talluri S (2015) A decision support system for supplier selection and order allocation in stochastic, multistakeholder and multi-criteria environments. Int J Prod Econ 166(2015):226–237
Segura M, Maroto C (2017) A multiple criteria supplier segmentation using outranking and value function methods. Expert Syst Appl 69:87–100
Sen CG, Sen S, Baslgil H (2010) Pre-selection of suppliers through an integrated fuzzy analytic hierarchy process and max–min methodology. Int J Prod Res 48(6):1603–1625
Senyigit E, Soylemez I (2012) The analysis of heuristics for lot sizing with supplier selection problem. WC-BEM 2012. Procedia Soc Behav Sci 62:672–676
Sevkli M (2010) An application of the fuzzy ELECTRE method for supplier selection. Int J Prod Res 48(12):3393–3405
Sevkli M, Koh SCL, Zaim S, Demirbag M, Tatoglu E (2007) An application of data envelopment analytic hierarchy process for supplier selection: a case study of BEKO in Turkey. Int J Prod Res 45(9):1973–2003
Seydel J (2005) Supporting the paradigm shift in vendor selection: multicriteria methods for sole-sourcing. Manag Finance 31(3):49–66
Seydel J (2006) Data envelopment analysis for decision support. Ind Manag Data Syst 106(1):81–95
Shaw K, Shanka R, Surendra SY, Lakshman ST (2012) Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain. Expert Syst Appl 39:8182–8192
Shemshadi A, Shirazi H, Toreihi M, Tarokh MJ (2011) A fuzzy VIKOR method for supplier selection based on entropy measure for objective weighting. Expert Syst Appl 38(10):12160–12167
Shen C, Yu K (2009) Enhancing the efcacy of supplier selection decision-making on the initial stage of new product development: a hybrid fuzzy approach considering the strategic and operational
factors simultaneously. Expert Syst Appl 36(2009):11271–11281
Shi J, Zhang G, Sha J (2011) Jointly pricing and ordering for a multiproduct multi-constraint newsvendor problem with supplier quantity discounts. Appl Math Model 35:3001–3011
Shirinfar M, Haleh H (2011) Supplier selection and evaluation by fuzzy multi-criteria decision making methodology. Int J Ind Eng Prod Res 22(4):271–280
Shyur HJ, Shih HS (2006) A hybrid MCDM model for strategic vendor selection. Math Comput Model 44:749–761
Simić D, Svirčević V, Simić S (2015) A hybrid evolutionary model for supplier assessment and selection in inbound logistics. J Appl Log 13(2015):138–147
Singh A (2014) Supplier evaluation and demand allocation among suppliers in a supply chain. J Purch Supply Manag
20(2014):167–176
Sodenkamp MA, Tavana M, Caprio DD (2016) Modeling synergies in multi-criteria supplier selection and order allocation: an application to commodity trading. Eur J Oper Res 254(3):859–874
Songhori MJ, Tavana M, Azadeh A, Khakbaz MH (2011) A supplier selection and order allocation model with multiple transportation alternatives. Int J Adv Manuf Technol 52(1–4):365–376
Soto AV, Chowdhury NT, Allahyari MZ, Azab A, Baki MF (2017) Mathematical modeling and hybridized evolutionary LP local search method for lot-sizing with supplier selection, inventory shortage, and quantity discounts. Comput Ind Eng 109:96–112
Talluri S (2002) A buyer–seller game model for selection and negotiation of purchasing bids. Eur J Oper Res 143(1):171–180
Talluri S, Baker RC (2002) A multi-phase mathematical programming approach for efective supply chain design. Eur J Oper Res 41(3):544–558
Talluri S, Narasimhan R (2003) Vendor evaluation with performance variability: a max–min approach. Eur J Oper Res 146(3):543–552
Talluri S, Narasimhan R (2004) A methodology for strategic sourcing. Eur J Oper Res 154(1):236–250
Talluri S, Narasimhan R, Nair A (2006) Vendor performance with supply risk: a chance-constrained DEA approach. Int J Prod Econ 100(2):212–222
Tam MCY, Tummala VMR (2001) An application of the AHP in vendor selection of a telecommunications system. Omega Int J Manag Sci 29(2):171–182
Tavana M, Fallahpour A, Caprio DD, Santos-Arteaga FJ (2016) A hybrid intelligent fuzzy predictive model with simulation for supplier evaluation and selection. Expert Syst Appl 61:129–144
Torabi SA, Baghersad M, Mansouri SA (2015) Resilient supplier selection and order allocation under operational and disruption risks. Transp Res Part E 79(2015):22–48
Tsai YL, Yang YJ, Lin CH (2010) A dynamic decision approach for supplier selection using ant colony system. Expert Syst Appl 37(12):8313–8321
Tseng M, Chiang JH, Lan LW (2009) Selection of optimal supplier in supply chain management strategy with analytic network process and choquet integral. Comput Ind Eng 57(1):330–340
Turk S, Zcan EO, John R (2017) Multi-objective optimisation in inventory planning with supplier selection. Expert Syst Appl 78:51–63
Ustun O, Demirtas E (2008) Multi-period lot-sizing with supplier selection using achievement scalarizing functions. Comput Ind Eng 54:918–931
Ventura JA, Valdebenito VA, Golany B (2013) A dynamic inventory model with supplier selection in a serial supply chain structure. Eur J Oper Res 230:258–271
Wadhwa V, Ravindran AR (2007) Vendor selection in outsourcing. Comput Oper Res 34(12):3725–3737
Wan S, Xu G, Dong J (2017) Supplier selection using ANP and ELECTRE II in interval 2-tuple linguistic environment. Inf Sci
385–386:19–38
Wang HS (2008) Confguration change assessment: genetic optimization approach with fuzzy multiple criteria for part supplier selection decisions. Expert Syst Appl 34(2):1541–1555
Wang HS, Che ZH (2007) An integrated model for supplier selection decisions in configuration changes. Expert Syst Appl
32:1132–1140
Wang T, Yang Y (2009) A fuzzy model for supplier selection in quantity discount environments. Expert Syst Appl 36(10):12179–12187
Wang G, Huang SH, Dismukes JP (2004) Product-driven supply chain selection using integrated multi-criteria decision-making methodology. Int J Prod Econ 91(1):1–15
Wang G, Huang SH, Dismukes JP (2005) Manufacturing supply chain design and evaluation. Int J Adv Manuf Technol 25(1–2):93–100
Ware NR, Singh SP, Banwet DK (2014) A mixed-integer non-linear program to model dynamic supplier selection problem. Expert Syst Appl 41:671–678
Wetzstein A, Hartmann E, Benton WC, Hohenstein N (2016) A systematic assessment of supplier selection literature—state-of-the- art and future scope. Int J Prod Econ 182:304–323
Woo HS, Saghiri S (2011) Order assignment considering buyer, third-party logistics provider, and suppliers. Int J Prod Econ 130:144–152
Wood DA (2016) Supplier selection for development of petroleum industry facilities, applying multi-criteria decision making techniques including fuzzy and intuitionistic fuzzy TOPSIS with fexible entropy weighting. J Nat Gas Sci Eng 28:594–612
Wu D (2009a) Supplier selection: a hybrid model using DEA, decision tree and neural network. Expert Syst Appl 36(5):9105–9112
Wu D (2009b) Supplier selection in a fuzzy group setting: a method using grey related analysis and Dempster–Shafer theory. Expert Syst Appl 36(5):8892–8899
Wu T, Blackhurst J (2009) Supplier evaluation and selection: an augmented DEA approach. Int J Prod Res 47(16):4593–4608
Wu T, Shunk D, Blackhurst J, Appalla R (2007) AIDEA: a methodology for supplier evaluation and selection in a supplier-based manufacturing environment. Int J Manuf Technol Manag 11(2):174–192
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
Wu Y, Chen K, Zeng B, Xu H, Yang Y (2016) Supplier selection in nuclear power industry with extended VIKOR method under linguistic information. Appl Soft Comput 48:444–457
Xia W, Wu Z (2007) Supplier selection with multiple criteria in volume discount environments. OMEGA Int J Manag Sci 35(5):494–504
Xiao Z, Chen W, Li L (2012) An integrated FCM and fuzzy soft set for supplier selection problem based on risk evaluation. Appl Math Model 36:1444–1454
Xu J, Ding C (2011) A class of chance constrained multiobjective linear programming with birandom coefcients and its application to vendors selection. Int J Prod Econ 131:709–720
Xu N, Nozick L (2009) Modeling supplier selection and the use of option contracts for global supply chain design. Comput Oper Res 36(10):2786–2800
Xu J, Yan F (2011) A multi-objective decision making model for the vendor selection problem in a bifuzzy environment. Expert Syst Appl 38:9684–9695
Yang CC, Chen BS (2006) Supplier selection using combined analytical hierarchy process and grey relational analysis. J Manuf Technol Manag 17(7):926–941
Yang JL, Chiu HN, Tzeng GH, Yeh RH (2008) Vendor selection by integrated fuzzy MCDM techniques with independent and interdependent relationships. Inf Sci 178(21):4166–4183
Yang PC, Wee HM, Pai S, Tseng YF (2011) Solving a stochastic demand multi-product supplier selection model with service level and budget constraints using genetic algorithm. Expert Syst Appl
38(12):14773–14777
You XY, You JX, Liu HCh, Zhen L (2015) Group multi-criteria supplier selection using an extended VIKOR method with
interval 2-tuple linguistic information. Expert Syst Appl 42(2015):1906–1916
Yu JR, Tsai C (2008) A decision framework for supplier rating and purchase allocation: a case in the semiconductor industry. Comput Ind Eng 5:634–646
Yu Ch, Wong TN (2015) An agent-based negotiation model for supplier selection of multiple products with synergy efect. Expert Syst Appl 42(2015):223–237
Yu MC, Goh M, Lin HC (2012) Fuzzy multi-objective vendor selection under lean procurement. Eur J Oper Res 219(2):305–311
Yucel A, Guneri AF (2011) A weighted additive fuzzy programming approach for multi-criteria supplier selection. Expert Syst Appl 38:6281–6286
Yücel E, Karaesmen F, Salman FS, Türkay M (2009) Optimizing product assortment under customer-driven demand substitution. Eur J Oper Res 199:759–768
Yucenur GN, Vayvay Ö, Demirel NÇ (2011) Supplier selection problem in global supply chains by AHP and ANP approaches under fuzzy environment. Int J Adv Manuf Technol 56(5–8):823–833
Zeydan M, Çolpan C, Çobanoglu C (2011) A combined methodology for supplier selection and performance evaluation. Expert Syst Appl 38(3):2741–2751
Zhang G (2010) The multi-product newsboy problem with supplier quantity discounts and a budget constraint. Eur J Oper Res 206:350–360
Zhang JL, Zhang MY (2011) Supplier selection and purchase problem with fxed cost and constrained order quantities under stochastic demand. Int J Prod Econ 129:1–7
Zhong L, Yao L (2017) An ELECTRE I-based multicriteria group decision making method with interval type-2 fuzzy numbers and its application to supplier selection. Appl Soft Comput J 57:556–576