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Published in: Soft Computing 3/2020

10-05-2019 | Methodologies and Application

Intuitionistic Fuzzy TOPSIS method for green supplier selection problem

Authors: Babak Daneshvar Rouyendegh, Abdullah Yildizbasi, Pelin Üstünyer

Published in: Soft Computing | Issue 3/2020

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Abstract

One of the most important functions of supply chain management is to enhance competitive pressure. Competition conditions and customer perception have changed in favor of environmentalist attitude. Therefore, green supplier selection (GSS) has become an important issue. In this study, the problem of GSS aiming for lean, agile, environmentally sensitive, sustainability, and durability is addressed. The environmental criteria considered in GSS and classical supplier selection are different from each other in terms of carbon footprint, water consumption, environmental applications, and recycling applications. The Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) method has been used in the problem of GSS by considering the multi-criteria decision-making (MCDM) method since MCDM is very effective in many aspects such as evaluating and selecting the classical and environmental criteria. Due to linguistic criteria and no possibility to measure all criteria, it is needed to consolidate the fuzzy approach with the TOPSIS method to reduce the effects of ambiguity and instability. The Intuitionistic Fuzzy TOPSIS method is used because this method makes evaluating decision-makers and criteria convenient. According to the criteria determined by the order of importance, the hybrid method resulting from combining the Intuitionistic Fuzzy Set and TOPSIS is very effective to select which supplier is more suitable among the alternatives and also this method can be integrated to similar problems.

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Literature
go back to reference Alencar LH, Almeida AT, Morais DC (2010) A multicriteria group decision model aggregating the preferences of decision-makers based on electre methods. Pesqui Oper 30(3):687–702CrossRef Alencar LH, Almeida AT, Morais DC (2010) A multicriteria group decision model aggregating the preferences of decision-makers based on electre methods. Pesqui Oper 30(3):687–702CrossRef
go back to reference Altiparmak F, Gen M, Lin L, Paksoy T (2006) A genetic algorithm approach for multi-objective optimization of supply chain networks. Comput Ind Eng 51(1):197–216CrossRef Altiparmak F, Gen M, Lin L, Paksoy T (2006) A genetic algorithm approach for multi-objective optimization of supply chain networks. Comput Ind Eng 51(1):197–216CrossRef
go back to reference Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96CrossRef Atanassov KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96CrossRef
go back to reference Atanassov KT (1999) Intuitionistic fuzzy sets. Stud Fuzziness Soft Comput 35:1–137CrossRef Atanassov KT (1999) Intuitionistic fuzzy sets. Stud Fuzziness Soft Comput 35:1–137CrossRef
go back to reference Bai C, Sarkis J (2010) Integrating sustainability into supplier selection with grey system and rough set methodologies. Int J Prod Econ 124(1):252–264CrossRef Bai C, Sarkis J (2010) Integrating sustainability into supplier selection with grey system and rough set methodologies. Int J Prod Econ 124(1):252–264CrossRef
go back to reference Büyüközkan G (2012) An integrated fuzzy multi-criteria group decision-making approach for green supplier evaluation. Int J Prod Res 50(11):2892–2909CrossRef Büyüközkan G (2012) An integrated fuzzy multi-criteria group decision-making approach for green supplier evaluation. Int J Prod Res 50(11):2892–2909CrossRef
go back to reference Büyüközkan G, Çifçi G (2012) A novel hybrid MCDM approach based on fuzzy DEMATEL, fuzzy ANP and fuzzy TOPSIS to evaluate green suppliers. Expert Syst Appl 39(3):3000–3011CrossRef Büyüközkan G, Çifçi G (2012) A novel hybrid MCDM approach based on fuzzy DEMATEL, fuzzy ANP and fuzzy TOPSIS to evaluate green suppliers. Expert Syst Appl 39(3):3000–3011CrossRef
go back to reference Çakır S (2017) Selecting the best supplier at a steel-producing company under fuzzy environment. Int J Adv Manuf Technol 88(5–8):1345–1361CrossRef Çakır S (2017) Selecting the best supplier at a steel-producing company under fuzzy environment. Int J Adv Manuf Technol 88(5–8):1345–1361CrossRef
go back to reference Devi K, Yadav SP (2013) A multicriteria intuitionistic fuzzy group decision making for plant location selection with ELECTRE method. Int J Adv Manuf Technol 66(9–12):1219–1229CrossRef Devi K, Yadav SP (2013) A multicriteria intuitionistic fuzzy group decision making for plant location selection with ELECTRE method. Int J Adv Manuf Technol 66(9–12):1219–1229CrossRef
go back to reference Gitinavard H, Ghaderi H, Pishvaee MS (2018) Green supplier evaluation in manufacturing systems: a novel interval-valued hesitant fuzzy group outranking approach. Soft Comput 22(19):6441–6460CrossRef Gitinavard H, Ghaderi H, Pishvaee MS (2018) Green supplier evaluation in manufacturing systems: a novel interval-valued hesitant fuzzy group outranking approach. Soft Comput 22(19):6441–6460CrossRef
go back to reference Govindan K, Sivakumar R (2016) Green supplier selection and order allocation in a low-carbon paper industry: integrated multi-criteria heterogeneous decision-making and multi-objective linear programming approaches. Ann Oper Res 238(1–2):243–276MathSciNetCrossRef Govindan K, Sivakumar R (2016) Green supplier selection and order allocation in a low-carbon paper industry: integrated multi-criteria heterogeneous decision-making and multi-objective linear programming approaches. Ann Oper Res 238(1–2):243–276MathSciNetCrossRef
go back to reference Grzegorzewski P (2004) Distances between intuitionistic fuzzy sets and/or interval-valued fuzzy sets based on the Hausdorff metric. Fuzzy Sets Syst 148(2):319–328MathSciNetCrossRef Grzegorzewski P (2004) Distances between intuitionistic fuzzy sets and/or interval-valued fuzzy sets based on the Hausdorff metric. Fuzzy Sets Syst 148(2):319–328MathSciNetCrossRef
go back to reference Gupta H, Barua MK (2017) Supplier selection among SMEs on the basis of their green innovation ability using BWM and fuzzy TOPSIS. J Clean Prod 152:242–258CrossRef Gupta H, Barua MK (2017) Supplier selection among SMEs on the basis of their green innovation ability using BWM and fuzzy TOPSIS. J Clean Prod 152:242–258CrossRef
go back to reference Hashemi SH, Karimi A, Aghakhani N, Kalantar P (2014) A grey-based carbon management model for green supplier selection. J Grey Syst 26(2):124–131 Hashemi SH, Karimi A, Aghakhani N, Kalantar P (2014) A grey-based carbon management model for green supplier selection. J Grey Syst 26(2):124–131
go back to reference 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 159:178–191CrossRef 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 159:178–191CrossRef
go back to reference Humphreys P, Huang G, Cadden T, Mclvor R (2007) Integrating design metrics within the early supplier selection process. J Purch Supply Manag 13(1):42–52CrossRef Humphreys P, Huang G, Cadden T, Mclvor R (2007) Integrating design metrics within the early supplier selection process. J Purch Supply Manag 13(1):42–52CrossRef
go back to reference Hwang CL, Yoon K (1981) Multiple attribute decision making. Methods and Applications Springer, New YorkCrossRef Hwang CL, Yoon K (1981) Multiple attribute decision making. Methods and Applications Springer, New YorkCrossRef
go back to reference Kannan D, Khodaverdi R, Olfat L, Jafarian A, Diabat A (2013) Integrated fuzzy multi criteria decision making method and multi-objective programming approach for supplier selection and order allocation in a green supply chain. J Clean Prod 47:355–367CrossRef Kannan D, Khodaverdi R, Olfat L, Jafarian A, Diabat A (2013) Integrated fuzzy multi criteria decision making method and multi-objective programming approach for supplier selection and order allocation in a green supply chain. J Clean Prod 47:355–367CrossRef
go back to reference Kannan D, De Sousa Jabbour ABL, Jabbour CJC (2014) Selecting green suppliers based on GSCM practices: using Fuzzy TOPSIS applied to a Brazilian electronics company. Eur J Oper Res 233(2):432–447MathSciNetCrossRef Kannan D, De Sousa Jabbour ABL, Jabbour CJC (2014) Selecting green suppliers based on GSCM practices: using Fuzzy TOPSIS applied to a Brazilian electronics company. Eur J Oper Res 233(2):432–447MathSciNetCrossRef
go back to reference Kannan D, Govindan K, Rajendran S (2015) Fuzzy axiomatic design approach based green supplier selection: a case study from Singapore. J Clean Prod 96:194–208CrossRef Kannan D, Govindan K, Rajendran S (2015) Fuzzy axiomatic design approach based green supplier selection: a case study from Singapore. J Clean Prod 96:194–208CrossRef
go back to reference Kumar A, Jain V, Kumar S (2014) A comprehensive environment friendly approach for supplier selection. Omega (United Kingdom) 42(1):109–123MathSciNet Kumar A, Jain V, Kumar S (2014) A comprehensive environment friendly approach for supplier selection. Omega (United Kingdom) 42(1):109–123MathSciNet
go back to reference Kuo RJ, Wang YC, Tien FC (2010) Integration of artificial neural network and MADA methods for green supplier selection. J Clean Prod 18(12):1161–1170CrossRef Kuo RJ, Wang YC, Tien FC (2010) Integration of artificial neural network and MADA methods for green supplier selection. J Clean Prod 18(12):1161–1170CrossRef
go back to reference Mousakhani S, Nazari-Shirkouhi S, Bozorgi-Amiri A (2017) A novel interval type-2 fuzzy evaluation model based group decision analysis for green supplier selection problems: a case study of battery industry. J Clean Prod 168:205–218CrossRef Mousakhani S, Nazari-Shirkouhi S, Bozorgi-Amiri A (2017) A novel interval type-2 fuzzy evaluation model based group decision analysis for green supplier selection problems: a case study of battery industry. J Clean Prod 168:205–218CrossRef
go back to reference Murata T, Ishibuchi H, Tanaka H (1996) Multiobjective genetic algorithm and its application to flowshop scheduling. Comput Ind Eng 30(4):957–968CrossRef Murata T, Ishibuchi H, Tanaka H (1996) Multiobjective genetic algorithm and its application to flowshop scheduling. Comput Ind Eng 30(4):957–968CrossRef
go back to reference Qin J, Liu X, Pedrycz W (2017) An extended TODIM multi-criteria group decision making method for green supplier selection in interval type-2 fuzzy environment. Eur J Oper Res 258(2):626–638MathSciNetCrossRef Qin J, Liu X, Pedrycz W (2017) An extended TODIM multi-criteria group decision making method for green supplier selection in interval type-2 fuzzy environment. Eur J Oper Res 258(2):626–638MathSciNetCrossRef
go back to reference Rostamzadeh R, Govindan K, Esmaeili A, Sabaghi M (2015) Application of fuzzy VIKOR for evaluation of green supply chain management practices. Ecol Ind 49:188–203CrossRef Rostamzadeh R, Govindan K, Esmaeili A, Sabaghi M (2015) Application of fuzzy VIKOR for evaluation of green supply chain management practices. Ecol Ind 49:188–203CrossRef
go back to reference Rouyendegh BD (2015) Developing an integrated ANP and Intuitionistic Fuzzy TOPSIS model for supplier selection. J Test Eval 43(3):664–672CrossRef Rouyendegh BD (2015) Developing an integrated ANP and Intuitionistic Fuzzy TOPSIS model for supplier selection. J Test Eval 43(3):664–672CrossRef
go back to reference Rouyendegh BD, Erkan TE (2012) Selecting the best supplier using analytic hierarchy process (AHP) method. Afr J Bus Manag 6(4):1455–1462 Rouyendegh BD, Erkan TE (2012) Selecting the best supplier using analytic hierarchy process (AHP) method. Afr J Bus Manag 6(4):1455–1462
go back to reference Rouyendegh BD, Saputro TE (2014) Supplier selection using integrated fuzzy TOPSIS and MCGP: a case study. Proc Soc Behav Sci 116:3957–3970CrossRef Rouyendegh BD, Saputro TE (2014) Supplier selection using integrated fuzzy TOPSIS and MCGP: a case study. Proc Soc Behav Sci 116:3957–3970CrossRef
go back to reference Sanayei A, Farid Mousavi S, Yazdankhah A (2010) Group decision making process for supplier selection with VIKOR under fuzzy environment. Expert Syst Appl 37(1):24–30CrossRef Sanayei A, Farid Mousavi S, Yazdankhah A (2010) Group decision making process for supplier selection with VIKOR under fuzzy environment. Expert Syst Appl 37(1):24–30CrossRef
go back to reference Shen L, Olfat L, Govindan K, Khodaverdi R, Diabat A (2013) A fuzzy multi criteria approach for evaluating green supplier’s performance in green supply chain with linguistic preferences. Resour Conserv Recycl 74:170–179CrossRef Shen L, Olfat L, Govindan K, Khodaverdi R, Diabat A (2013) A fuzzy multi criteria approach for evaluating green supplier’s performance in green supply chain with linguistic preferences. Resour Conserv Recycl 74:170–179CrossRef
go back to reference Wen UP, Chi JM (2010) Developing green supplier selection procedure: A DEA approach. In: Proceedings—2010 IEEE 17th international conference on industrial engineering and engineering management, pp 70–74 Wen UP, Chi JM (2010) Developing green supplier selection procedure: A DEA approach. In: Proceedings—2010 IEEE 17th international conference on industrial engineering and engineering management, pp 70–74
go back to reference Wu MC, Chen TY (2011) The ELECTRE multicriteria analysis approach based on Atanassov’s intuitionistic fuzzy sets. Expert Syst Appl 38(10):12318–12327CrossRef Wu MC, Chen TY (2011) The ELECTRE multicriteria analysis approach based on Atanassov’s intuitionistic fuzzy sets. Expert Syst Appl 38(10):12318–12327CrossRef
go back to reference Wu Y, Zhang J, Yuan J, Geng S, Zhang H (2016) Study of decision framework of offshore wind power station site selection based on ELECTRE-III under intuitionistic fuzzy environment: a case of China. Energy Convers Manag 113:66–81CrossRef Wu Y, Zhang J, Yuan J, Geng S, Zhang H (2016) Study of decision framework of offshore wind power station site selection based on ELECTRE-III under intuitionistic fuzzy environment: a case of China. Energy Convers Manag 113:66–81CrossRef
go back to reference Xu Z (2007) Intuitionistic fuzzy aggregation operators. IEEE Trans Fuzzy Syst 15(6):1179–1187CrossRef Xu Z (2007) Intuitionistic fuzzy aggregation operators. IEEE Trans Fuzzy Syst 15(6):1179–1187CrossRef
go back to reference Yazdani M, Chatterjee P, Zavadskas EK, Hashemkhani Zolfani S (2017) Integrated QFD-MCDM framework for green supplier selection. J Clean Prod 142(4):3728–3740CrossRef Yazdani M, Chatterjee P, Zavadskas EK, Hashemkhani Zolfani S (2017) Integrated QFD-MCDM framework for green supplier selection. J Clean Prod 142(4):3728–3740CrossRef
go back to reference Yeh WC, Chuang MC (2011) Using multi-objective genetic algorithm for partner selection in green supply chain problems. Expert Syst Appl 38(4):4244–4253CrossRef Yeh WC, Chuang MC (2011) Using multi-objective genetic algorithm for partner selection in green supply chain problems. Expert Syst Appl 38(4):4244–4253CrossRef
go back to reference Yu Q, Hou F (2016) An approach for green supplier selection in the automobile manufacturing industry. Kybernetes 45(4):571–588CrossRef Yu Q, Hou F (2016) An approach for green supplier selection in the automobile manufacturing industry. Kybernetes 45(4):571–588CrossRef
go back to reference Zhao H, Guo S (2014) Selecting green supplier of thermal power equipment by using a hybrid MCDM method for sustainability. Sustainability (Switzerland) 6(1):217–235CrossRef Zhao H, Guo S (2014) Selecting green supplier of thermal power equipment by using a hybrid MCDM method for sustainability. Sustainability (Switzerland) 6(1):217–235CrossRef
Metadata
Title
Intuitionistic Fuzzy TOPSIS method for green supplier selection problem
Authors
Babak Daneshvar Rouyendegh
Abdullah Yildizbasi
Pelin Üstünyer
Publication date
10-05-2019
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 3/2020
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04054-8

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