Skip to main content
Top
Published in: Soft Computing 16/2020

28-01-2020 | Methodologies and Application

A new soft computing approach for green supplier selection problem with interval type-2 trapezoidal fuzzy statistical group decision and avoidance of information loss

Authors: S. M. Mousavi, N. Foroozesh, E. K. Zavadskas, J. Antucheviciene

Published in: Soft Computing | Issue 16/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Green supplier selection problem (GSSP) is viewed as multiple attributes group decision-making (MAGDM) issue that includes the green growth and influential factors within subjective and objective natures. Because of the expanding uncertain conditions of social and economic environments, some assessment factors are not sufficiently described by numerical appraisals and classic fuzzy sets. Moreover, supply chain decision makers (DMs) may not provide complete rationality under numerous viable choice circumstances. In this research, a new MAGDM model is proposed by interval type-2 trapezoidal fuzzy numbers (IT2TrFNs) via some matrices of possibilistic mean and standard deviation statistical concepts. A new weighting method of experts within the group decision-making process is developed based on possibilistic statistical information. Also, a new ranking process based on relative-closeness coefficients is presented to rank all green supplier candidates under IT2TrF uncertainty. Finally, this research offers an illustrative example in supply chain networks to appraise green supplier candidates in terms of some factors by the proposed model along with the comparison to a recent decision method.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Awasthi A, Govindan K (2016) Green supplier development program selection using NGT and VIKOR under fuzzy environment. Comput Ind Eng 91:100–108 Awasthi A, Govindan K (2016) Green supplier development program selection using NGT and VIKOR under fuzzy environment. Comput Ind Eng 91:100–108
go back to reference Baležentis T, Zeng S (2013) Group multi-criteria decision making based upon interval-valued fuzzy numbers: an extension of the MULTIMOORA method. Expert Syst Appl 40(2):543–550 Baležentis T, Zeng S (2013) Group multi-criteria decision making based upon interval-valued fuzzy numbers: an extension of the MULTIMOORA method. Expert Syst Appl 40(2):543–550
go back to reference 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 89:337–347MathSciNetMATH 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 89:337–347MathSciNetMATH
go back to reference Baskaran V, Nachiappan S, Rahman S (2012) Indian textile suppliers’ sustainability evaluation using the grey approach. Int J Prod Econ 135(2):647–658 Baskaran V, Nachiappan S, Rahman S (2012) Indian textile suppliers’ sustainability evaluation using the grey approach. Int J Prod Econ 135(2):647–658
go back to reference Boiral O (2006) Global warming: should companies adopt a proactive strategy? Long Range Plan 39(3):315–330 Boiral O (2006) Global warming: should companies adopt a proactive strategy? Long Range Plan 39(3):315–330
go back to reference Chatterjee K, Pamucar D, Zavadskas EK (2018) Evaluating the performance of suppliers based on using the R’AMATEL-MAIRCA method for green supply chain implementation in electronics industry. J Clean Prod 184:101–129 Chatterjee K, Pamucar D, Zavadskas EK (2018) Evaluating the performance of suppliers based on using the R’AMATEL-MAIRCA method for green supply chain implementation in electronics industry. J Clean Prod 184:101–129
go back to reference Chen SM, Lee LW (2010) Fuzzy multiple attributes group decision-making based on the interval type-2 TOPSIS method. Expert Syst Appl 37(4):2790–2798 Chen SM, Lee LW (2010) Fuzzy multiple attributes group decision-making based on the interval type-2 TOPSIS method. Expert Syst Appl 37(4):2790–2798
go back to reference Dobos I, Vörösmarty G (2019) Inventory-related costs in green supplier selection problems with data envelopment analysis (DEA). Int J Prod Econ 209:374–380MATH Dobos I, Vörösmarty G (2019) Inventory-related costs in green supplier selection problems with data envelopment analysis (DEA). Int J Prod Econ 209:374–380MATH
go back to reference Dorfeshan Y, Mousavi SM, Vahdani B, Siadat A (2019) Determining project characteristics and critical path by a new approach based on modified NWRT method and risk assessment under an interval type-2 fuzzy environment. Sci Iran 26(4):2579–2600 Dorfeshan Y, Mousavi SM, Vahdani B, Siadat A (2019) Determining project characteristics and critical path by a new approach based on modified NWRT method and risk assessment under an interval type-2 fuzzy environment. Sci Iran 26(4):2579–2600
go back to reference Ebrahimnejad S, Mousavi SM, Tavakkoli-Moghaddam R, Hashemi H, Vahdani B (2012) A novel two-phase group decision making approach for construction project selection in a fuzzy environment. Appl Math Model 36(9):4197–4217MathSciNetMATH Ebrahimnejad S, Mousavi SM, Tavakkoli-Moghaddam R, Hashemi H, Vahdani B (2012) A novel two-phase group decision making approach for construction project selection in a fuzzy environment. Appl Math Model 36(9):4197–4217MathSciNetMATH
go back to reference Eshghi A, Mousavi SM, Mohagheghi V (2019) A new interval type-2 fuzzy approach for analyzing and monitoring the performance of megaprojects based on earned value analysis (with a case study). Neural Comput Appl 31:5109–5133 Eshghi A, Mousavi SM, Mohagheghi V (2019) A new interval type-2 fuzzy approach for analyzing and monitoring the performance of megaprojects based on earned value analysis (with a case study). Neural Comput Appl 31:5109–5133
go back to reference Fernando Y, Jabbour CJC, Wah WX (2019) Pursuing green growth in technology firms through the connections between environmental innovation and sustainable business performance: Does service capability matter? Resour Conserv Recycl 141:8–20 Fernando Y, Jabbour CJC, Wah WX (2019) Pursuing green growth in technology firms through the connections between environmental innovation and sustainable business performance: Does service capability matter? Resour Conserv Recycl 141:8–20
go back to reference Foroozesh N, Tavakkoli-Moghaddam R (2018) Assessment of green supplier development programs by a new group decision-making model considering possibilistic statistical uncertainty. J Qual Eng Prod Optim 3(2):1–10 Foroozesh N, Tavakkoli-Moghaddam R (2018) Assessment of green supplier development programs by a new group decision-making model considering possibilistic statistical uncertainty. J Qual Eng Prod Optim 3(2):1–10
go back to reference Gavareshki MHK, Hosseini SJ, Khajezadeh M (2017) A case study of green supplier selection method using an integrated ISM-fuzzy MICMAC analysis and multi-criteria decision making. Ind Eng Manag Syst 16(4):562–573 Gavareshki MHK, Hosseini SJ, Khajezadeh M (2017) A case study of green supplier selection method using an integrated ISM-fuzzy MICMAC analysis and multi-criteria decision making. Ind Eng Manag Syst 16(4):562–573
go back to reference Gavronski I, Klassen RD, Vachon S, do Nascimento LFM (2011) A resource-based view of green supply management. Transp Res Part E Logist Transp Rev 47(6):872–885 Gavronski I, Klassen RD, Vachon S, do Nascimento LFM (2011) A resource-based view of green supply management. Transp Res Part E Logist Transp Rev 47(6):872–885
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):6441–6460 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):6441–6460
go back to reference Gong Y, Yang S, Dai L, Hu N (2017) A new approach for ranking of interval type-2 trapezoidal fuzzy numbers. J Intell Fuzzy Syst 32(3):1891–1902MATH Gong Y, Yang S, Dai L, Hu N (2017) A new approach for ranking of interval type-2 trapezoidal fuzzy numbers. J Intell Fuzzy Syst 32(3):1891–1902MATH
go back to reference 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 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
go back to reference Govindan K, Kadziński M, Sivakumar R (2017) Application of a novel PROMETHEE-based method for construction of a group compromise ranking to prioritization of green suppliers in food supply chain. Omega 71:129–145 Govindan K, Kadziński M, Sivakumar R (2017) Application of a novel PROMETHEE-based method for construction of a group compromise ranking to prioritization of green suppliers in food supply chain. Omega 71:129–145
go back to reference Grabisch M, Marichal JL, Mesiar R, Pap E (2009) Aggregation functions, vol 127. Cambridge University Press, CambridgeMATH Grabisch M, Marichal JL, Mesiar R, Pap E (2009) Aggregation functions, vol 127. Cambridge University Press, CambridgeMATH
go back to reference Grabisch M, Marichal JL, Mesiar R, Pap E (2011a) Aggregation functions: means. Inf Sci 181(1):1–22MathSciNetMATH Grabisch M, Marichal JL, Mesiar R, Pap E (2011a) Aggregation functions: means. Inf Sci 181(1):1–22MathSciNetMATH
go back to reference Grabisch M, Marichal JL, Mesiar R, Pap E (2011b) Aggregation functions: construction methods, conjunctive, disjunctive and mixed classes. Inf Sci 181(1):23–43MathSciNetMATH Grabisch M, Marichal JL, Mesiar R, Pap E (2011b) Aggregation functions: construction methods, conjunctive, disjunctive and mixed classes. Inf Sci 181(1):23–43MathSciNetMATH
go back to reference Haghighi MH, Mousavi SM, Mohagheghi V (2019) A new soft computing model based on linear assignment and linear programming technique for multidimensional analysis of preference with interval type-2 fuzzy sets. Appl Soft Comput 77:780–796 Haghighi MH, Mousavi SM, Mohagheghi V (2019) A new soft computing model based on linear assignment and linear programming technique for multidimensional analysis of preference with interval type-2 fuzzy sets. Appl Soft Comput 77:780–796
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 159:178–191 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
go back to reference Hsu CW, Hu AH (2009) Applying hazardous substance management to supplier selection using analytic network process. J Clean Prod 17(2):255–264 Hsu CW, Hu AH (2009) Applying hazardous substance management to supplier selection using analytic network process. J Clean Prod 17(2):255–264
go back to reference Jabbour ABL, Jabbour CJ (2009) Are supplier selection criteria going green? Case studies of companies in Brazil. Ind Manag Data Syst 109(4):477–495 Jabbour ABL, Jabbour CJ (2009) Are supplier selection criteria going green? Case studies of companies in Brazil. Ind Manag Data Syst 109(4):477–495
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):432–447MathSciNetMATH 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):432–447MathSciNetMATH
go back to reference Keshavarz-Ghorabaee M, Zavadskas EK, Amiri M, Esmaeili A (2016) Multi-criteria evaluation of green suppliers using an extended WASPAS method with interval type-2 fuzzy sets. J Clean Prod 137:213–229 Keshavarz-Ghorabaee M, Zavadskas EK, Amiri M, Esmaeili A (2016) Multi-criteria evaluation of green suppliers using an extended WASPAS method with interval type-2 fuzzy sets. J Clean Prod 137:213–229
go back to reference Keshavarz-Ghorabaee M, Amiri M, Zavadskas EK, Antucheviciene J (2017a) Supplier evaluation and selection in fuzzy environments: a review of MADM approaches. Econ Res Ekon Istraž 30(1):1073–1118 Keshavarz-Ghorabaee M, Amiri M, Zavadskas EK, Antucheviciene J (2017a) Supplier evaluation and selection in fuzzy environments: a review of MADM approaches. Econ Res Ekon Istraž 30(1):1073–1118
go back to reference Keshavarz-Ghorabaee M, Amiri M, Zavadskas EK, Turskis Z, Antucheviciene J (2017b) A new multi-criteria model based on interval type-2 fuzzy sets and EDAS method for supplier evaluation and order allocation with environmental considerations. Comput Ind Eng 112:156–174 Keshavarz-Ghorabaee M, Amiri M, Zavadskas EK, Turskis Z, Antucheviciene J (2017b) A new multi-criteria model based on interval type-2 fuzzy sets and EDAS method for supplier evaluation and order allocation with environmental considerations. Comput Ind Eng 112:156–174
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):1161–1170 Kuo RJ, Wang YC, Tien FC (2010) Integration of artificial neural network and MADA methods for green supplier selection. J Clean Prod 18(12):1161–1170
go back to reference Kuo RJ, Hsu CW, Chen YL (2015) Integration of fuzzy ANP and fuzzy TOPSIS for evaluating carbon performance of suppliers. Int J Environ Sci Technol 12(12):3863–3876 Kuo RJ, Hsu CW, Chen YL (2015) Integration of fuzzy ANP and fuzzy TOPSIS for evaluating carbon performance of suppliers. Int J Environ Sci Technol 12(12):3863–3876
go back to reference Large RO, Thomsen CG (2011) Drivers of green supply management performance: evidence from Germany. J Purch Supply Manag 17(3):176–184 Large RO, Thomsen CG (2011) Drivers of green supply management performance: evidence from Germany. J Purch Supply Manag 17(3):176–184
go back to reference Liou JJ, Tamošaitienė J, Zavadskas EK, Tzeng GH (2016) New hybrid COPRAS-G MADM Model for improving and selecting suppliers in green supply chain management. Int J Prod Res 54(1):114–134 Liou JJ, Tamošaitienė J, Zavadskas EK, Tzeng GH (2016) New hybrid COPRAS-G MADM Model for improving and selecting suppliers in green supply chain management. Int J Prod Res 54(1):114–134
go back to reference Mendel JM (2001) Uncertain rule-based fuzzy logic systems: introduction and new directions. Prentice Hall PTR, Upper Saddle River, pp 131–184MATH Mendel JM (2001) Uncertain rule-based fuzzy logic systems: introduction and new directions. Prentice Hall PTR, Upper Saddle River, pp 131–184MATH
go back to reference Mendel JM (2007) Type-2 fuzzy sets and systems: an overview. IEEE Comput Intell Mag 2(1):20–29 Mendel JM (2007) Type-2 fuzzy sets and systems: an overview. IEEE Comput Intell Mag 2(1):20–29
go back to reference Mendel JM (2016) A comparison of three approaches for estimating (synthesizing) an interval type-2 fuzzy set model of a linguistic term for computing with words. Granul Comput 1(1):59–69 Mendel JM (2016) A comparison of three approaches for estimating (synthesizing) an interval type-2 fuzzy set model of a linguistic term for computing with words. Granul Comput 1(1):59–69
go back to reference Mohagheghi V, Mousavi SM, Antucheviciene J, Dorfeshan Y (2019) Sustainable infrastructure project selection by a new group decision-making framework introducing MORAS method in an interval type 2 fuzzy environment. Int J Strateg Prop Manag 23(6):422–436 Mohagheghi V, Mousavi SM, Antucheviciene J, Dorfeshan Y (2019) Sustainable infrastructure project selection by a new group decision-making framework introducing MORAS method in an interval type 2 fuzzy environment. Int J Strateg Prop Manag 23(6):422–436
go back to reference Noci G (1997) Designing ‘green’ vendor rating systems for the assessment of a supplier’s environmental performance. Eur J Purch Supply Manag 3(2):103–114 Noci G (1997) Designing ‘green’ vendor rating systems for the assessment of a supplier’s environmental performance. Eur J Purch Supply Manag 3(2):103–114
go back to reference Pap E (1997) Pseudo-analysis as a mathematical base for soft computing. Soft Comput 1(2):61–68MathSciNet Pap E (1997) Pseudo-analysis as a mathematical base for soft computing. Soft Comput 1(2):61–68MathSciNet
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):626–638MathSciNetMATH 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):626–638MathSciNetMATH
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 74:170–179 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 74:170–179
go back to reference Srivastava SK (2007) Green supply-chain management: a state-of-the-art literature review. Int J Manag Rev 9(1):53–80 Srivastava SK (2007) Green supply-chain management: a state-of-the-art literature review. Int J Manag Rev 9(1):53–80
go back to reference Tseng ML, Islam MS, Karia N, Fauzi FA, Afrin S (2019) A literature review on green supply chain management: trends and future challenges. Resour Conserv Recycl 141:145–162 Tseng ML, Islam MS, Karia N, Fauzi FA, Afrin S (2019) A literature review on green supply chain management: trends and future challenges. Resour Conserv Recycl 141:145–162
go back to reference Vachon S, Klassen RD (2006) Green project partnership in the supply chain: the case of the package printing industry. J Clean Prod 14(6):661–671 Vachon S, Klassen RD (2006) Green project partnership in the supply chain: the case of the package printing industry. J Clean Prod 14(6):661–671
go back to reference Vahdani B, Mousavi SM, Tavakkoli-Moghaddam R, Hashemi H (2013) A new design of the elimination and choice translating reality method for multi-criteria group decision-making in an intuitionistic fuzzy environment. Appl Math Model 37(4):1781–1799MathSciNetMATH Vahdani B, Mousavi SM, Tavakkoli-Moghaddam R, Hashemi H (2013) A new design of the elimination and choice translating reality method for multi-criteria group decision-making in an intuitionistic fuzzy environment. Appl Math Model 37(4):1781–1799MathSciNetMATH
go back to reference Wan SP, Jin Z, Dong JY (2018) Pythagorean fuzzy mathematical programming method for multi-attribute group decision making with Pythagorean fuzzy truth degrees. Knowl Inf Syst 55(2):437–466 Wan SP, Jin Z, Dong JY (2018) Pythagorean fuzzy mathematical programming method for multi-attribute group decision making with Pythagorean fuzzy truth degrees. Knowl Inf Syst 55(2):437–466
go back to reference Wang J, Wei G, Yu W (2018) Models for green supplier selection with some 2-tuple linguistic neutrosophic number bonferroni mean operators. Symmetry 10(5):131 Wang J, Wei G, Yu W (2018) Models for green supplier selection with some 2-tuple linguistic neutrosophic number bonferroni mean operators. Symmetry 10(5):131
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 142:3728–3740 Yazdani M, Chatterjee P, Zavadskas EK, Hashemkhani Zolfani S (2017) Integrated QFD-MCDM framework for green supplier selection. J Clean Prod 142:3728–3740
go back to reference Yue Z (2011) A method for group decision-making based on determining weights of decision makers using TOPSIS. Appl Math Model 35(4):1926–1936MathSciNetMATH Yue Z (2011) A method for group decision-making based on determining weights of decision makers using TOPSIS. Appl Math Model 35(4):1926–1936MathSciNetMATH
go back to reference Yue Z (2013) An avoiding information loss approach to group decision making. Appl Math Model 37(1–2):112–126MathSciNetMATH Yue Z (2013) An avoiding information loss approach to group decision making. Appl Math Model 37(1–2):112–126MathSciNetMATH
go back to reference Zhu J, Li Y (2018) Green supplier selection based on consensus process and integrating prioritized operator and Choquet integral. Sustainability 10(8):2744–20766 Zhu J, Li Y (2018) Green supplier selection based on consensus process and integrating prioritized operator and Choquet integral. Sustainability 10(8):2744–20766
Metadata
Title
A new soft computing approach for green supplier selection problem with interval type-2 trapezoidal fuzzy statistical group decision and avoidance of information loss
Authors
S. M. Mousavi
N. Foroozesh
E. K. Zavadskas
J. Antucheviciene
Publication date
28-01-2020
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 16/2020
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-020-04675-4

Other articles of this Issue 16/2020

Soft Computing 16/2020 Go to the issue

Premium Partner