Skip to main content
Erschienen in: Annals of Data Science 3/2021

21.04.2020

A Two-Phase Multi-criteria Fuzzy Group Decision Making Approach for Supplier Evaluation and Order Allocation Considering Multi-objective, Multi-product and Multi-period

verfasst von: Ashoke Kumar Bera, Dipak Kumar Jana, Debamalya Banerjee, Titas Nandy

Erschienen in: Annals of Data Science | Ausgabe 3/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Due to severe competition among business organizations, the selection of supplier becomes more important for business success. However, supplier selection problems are complex and unstructured since it involves a large number of criteria and some of the criteria cannot be assessed accurately. Also, supplier’s performance fluctuations and unknown information always exist in the real-world decisions. Moreover, the criteria may be qualitative or quantitative in nature as well as supplier evaluation involves a group of experts with diverse opinions. To handle such uncertain and vague information of suppliers, use of fuzzy sets is an appropriate option. Hence, for making a realistic decision, this research proposes a two-phase method to select the suitable suppliers and allocate appropriate orders to them. In first phase of the study, the ranking of supplier is performed by using fuzzy MULTIMOORA method with regard to the important criteria. Then, multi-objective linear programming (MOLP) method in fuzzy environment is proposed to allocate orders to the preferred suppliers in the second phase. The model is developed in multi-product environment by satisfying demand, lead time and capacity constraints. We used expected value method to transform the fuzzy multi objective problem into a crisp single objective problem. Appropriate orders are assigned to the preferred suppliers by considering the closeness coefficient to the fuzzy MOLP model. At last, a case study is performed in an Indian manufacturing organization to illustrate the proposed model.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

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!

Literatur
1.
Zurück zum Zitat 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):394–407CrossRef 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):394–407CrossRef
2.
Zurück zum Zitat Amin SH, Zhang G (2013) A multi-objective facility location model for closed-loop supply chain network under uncertain demand and return. Appl Math Model 37(6):4165–4176CrossRef Amin SH, Zhang G (2013) A multi-objective facility location model for closed-loop supply chain network under uncertain demand and return. Appl Math Model 37(6):4165–4176CrossRef
3.
Zurück zum Zitat Asadabadi MR (2014) A hybrid QFD-based approach in addressing supplier selection problem in product improvement process. Int J Ind Eng Comput 5(4):543–560 Asadabadi MR (2014) A hybrid QFD-based approach in addressing supplier selection problem in product improvement process. Int J Ind Eng Comput 5(4):543–560
4.
Zurück zum Zitat Brauers WKM, Baležentis A, Baležentis T (2011) Multimoora for the EU member States updated with fuzzy number theory. Technol Econ Dev Econ 17(2):259–290CrossRef Brauers WKM, Baležentis A, Baležentis T (2011) Multimoora for the EU member States updated with fuzzy number theory. Technol Econ Dev Econ 17(2):259–290CrossRef
5.
Zurück zum Zitat Bera AK, Jana DK (2017) Multi-item imperfect production inventory 870 model in bi-fuzzy environments. OPSEARCH 54(2):260–282CrossRef Bera AK, Jana DK (2017) Multi-item imperfect production inventory 870 model in bi-fuzzy environments. OPSEARCH 54(2):260–282CrossRef
7.
Zurück zum Zitat Chen CT, Lin CT, Huang SF (2006) A fuzzy approach for supplier evaluation and selection in supply chain arrangement. Int J Prod Econ 102(2):289–301CrossRef Chen CT, Lin CT, Huang SF (2006) A fuzzy approach for supplier evaluation and selection in supply chain arrangement. Int J Prod Econ 102(2):289–301CrossRef
8.
Zurück zum Zitat Chen SJ, Hwang CL (1992) Fuzzy multi attribute decision making. Vol. 375 of lecture notes in economics and mathematical system. Springer, New York Chen SJ, Hwang CL (1992) Fuzzy multi attribute decision making. Vol. 375 of lecture notes in economics and mathematical system. Springer, New York
9.
Zurück zum Zitat Dickson GW (1966) An analysis of vendor selection systems and decisions. J Purch 2(1):5–17CrossRef Dickson GW (1966) An analysis of vendor selection systems and decisions. J Purch 2(1):5–17CrossRef
10.
Zurück zum Zitat Ellram LM (1990) The supplier selection decision in strategic partnerships. J Purch Mater Manag 26(4):8–14 Ellram LM (1990) The supplier selection decision in strategic partnerships. J Purch Mater Manag 26(4):8–14
11.
Zurück zum Zitat Elanchezhian C, Ramnath BV, Kesavan R (2010) Vendor evaluation using multicriteria decision making technique. Int J Comput Appl 5(9):4–9 Elanchezhian C, Ramnath BV, Kesavan R (2010) Vendor evaluation using multicriteria decision making technique. Int J Comput Appl 5(9):4–9
12.
Zurück zum Zitat Ghodsypour SH, O’ Brien C (2001) The total cost of logistics in supplier selection, under condition of multiple sourcing, multiple criteria and capacity constraint. Int J Prod Econ 73:15–27CrossRef Ghodsypour SH, O’ Brien C (2001) The total cost of logistics in supplier selection, under condition of multiple sourcing, multiple criteria and capacity constraint. Int J Prod Econ 73:15–27CrossRef
13.
Zurück zum Zitat Goffin K, Szwejczewski M, New C (1997) Managing suppliers: when fewer canmeanmore. Int J Phys Distrib Logist Manag 27(7):422–436CrossRef Goffin K, Szwejczewski M, New C (1997) Managing suppliers: when fewer canmeanmore. Int J Phys Distrib Logist Manag 27(7):422–436CrossRef
14.
Zurück zum Zitat Ha SH, Krishnan R (2008) A hybrid approach to supplier selection for the maintenance of a competitive supply chain. Expert Syst Appl 34(2):1303–1311CrossRef Ha SH, Krishnan R (2008) A hybrid approach to supplier selection for the maintenance of a competitive supply chain. Expert Syst Appl 34(2):1303–1311CrossRef
15.
Zurück zum Zitat Haldar A, Ray A, Banerjee D, Ghosh S (2012) A hybrid MCDM model for resilient supplier selection. Int J Manag Sci Eng Manag 7(4):284–292 Haldar A, Ray A, Banerjee D, Ghosh S (2012) A hybrid MCDM model for resilient supplier selection. Int J Manag Sci Eng Manag 7(4):284–292
16.
Zurück zum Zitat Handfield R, Walton SV, Sroufe R, Melnyk SA (2002) Applying environmental criteria to supplier assessment: a study in the application of the Analytic Hierarchy Process. Eur J Oper Res 141(1):70–87CrossRef Handfield R, Walton SV, Sroufe R, Melnyk SA (2002) Applying environmental criteria to supplier assessment: a study in the application of the Analytic Hierarchy Process. Eur J Oper Res 141(1):70–87CrossRef
17.
Zurück zum Zitat Kaddani S (2017) Weighted sum model with partial preference information: PineGreen application to Multi-Objective Optimization. Eur J Oper Res 260(2):665–679CrossRef Kaddani S (2017) Weighted sum model with partial preference information: PineGreen application to Multi-Objective Optimization. Eur J Oper Res 260(2):665–679CrossRef
18.
Zurück zum Zitat Kassaee M, Farrokh M, Nia HH (2013) An integrated hybrid MCDM approach for vendor selection problem. Bus Manag Horiz 1(1):153–170CrossRef Kassaee M, Farrokh M, Nia HH (2013) An integrated hybrid MCDM approach for vendor selection problem. Bus Manag Horiz 1(1):153–170CrossRef
19.
Zurück zum Zitat Kaufmann A, Gupta MM (1991) Introduction to fuzzy arithmetic: theory and application. Van Nostrand Reinhold, New York Kaufmann A, Gupta MM (1991) Introduction to fuzzy arithmetic: theory and application. Van Nostrand Reinhold, New York
20.
Zurück zum Zitat Kilincci O, Onal SA (2011) Fuzzy AHP approach for supplier selection in a washing machine company. Expert Syst Appl 38(8):9656–9664CrossRef Kilincci O, Onal SA (2011) Fuzzy AHP approach for supplier selection in a washing machine company. Expert Syst Appl 38(8):9656–9664CrossRef
21.
Zurück zum Zitat Krajewsld LJ, Ritzman LP (1996) Operations management strategy and analysis. Addison-Wesley Publishing Co, London Krajewsld LJ, Ritzman LP (1996) Operations management strategy and analysis. Addison-Wesley Publishing Co, London
22.
Zurück zum Zitat Lee DM, Drake P (2010) A portfolio model for component purchasing strategy and the case study of two South Korean elevator manufacturers. Int J Prod Res 48(22):6651–6682CrossRef Lee DM, Drake P (2010) A portfolio model for component purchasing strategy and the case study of two South Korean elevator manufacturers. Int J Prod Res 48(22):6651–6682CrossRef
23.
Zurück zum Zitat Li CC, Fun YP, Hung JS (1997) A new measure for supplier performance evaluation. IIE Trans Oper Eng 29(9):753–758 Li CC, Fun YP, Hung JS (1997) A new measure for supplier performance evaluation. IIE Trans Oper Eng 29(9):753–758
24.
Zurück zum Zitat Liu FHF, Hai HL (2005) The voting analytic hierarchy process method for selecting supplier. Int J Prod Econ 97(3):308–317CrossRef Liu FHF, Hai HL (2005) The voting analytic hierarchy process method for selecting supplier. Int J Prod Econ 97(3):308–317CrossRef
25.
Zurück zum Zitat Liu B, Liu YK (2002) Expected value of fuzzy variable and fuzzy expected value models. IEEE Trans Fuzzy Syst 10(4):445–450CrossRef Liu B, Liu YK (2002) Expected value of fuzzy variable and fuzzy expected value models. IEEE Trans Fuzzy Syst 10(4):445–450CrossRef
26.
Zurück zum Zitat Merigo JM, Casanovas M (2011) The uncertain induced quasi-arithmetic OWA operator. Int J Intell Syst 26(1):1–24CrossRef Merigo JM, Casanovas M (2011) The uncertain induced quasi-arithmetic OWA operator. Int J Intell Syst 26(1):1–24CrossRef
27.
Zurück zum Zitat Mendel JM, John RI, Liu FL (2006) Interval type-2 fuzzy logical systems made simple. IEEE Trans Fuzzy Syst 14(6):808–821CrossRef Mendel JM, John RI, Liu FL (2006) Interval type-2 fuzzy logical systems made simple. IEEE Trans Fuzzy Syst 14(6):808–821CrossRef
28.
Zurück zum Zitat Mohammadshahi Y (2013) A state-of-art survey on TQM applications using MCDM techniques. Decis Sci Lett 2(3):125–134CrossRef Mohammadshahi Y (2013) A state-of-art survey on TQM applications using MCDM techniques. Decis Sci Lett 2(3):125–134CrossRef
29.
Zurück zum Zitat Pal OM, Gupta AK, Garg RK (2013) Supplier selection criteria and methods in supply chains: a review. Int J Econ Manag Eng 7(10):173–179 Pal OM, Gupta AK, Garg RK (2013) Supplier selection criteria and methods in supply chains: a review. Int J Econ Manag Eng 7(10):173–179
30.
Zurück zum Zitat Prajogo D, Chowdhury M, Yeung ACL, Cheng TCE (2012) The relationship between supplier management and firm’s operational performance: a multi-dimensional perspective. Int J Prod Econ 136(1):123–130CrossRef Prajogo D, Chowdhury M, Yeung ACL, Cheng TCE (2012) The relationship between supplier management and firm’s operational performance: a multi-dimensional perspective. Int J Prod Econ 136(1):123–130CrossRef
31.
Zurück zum Zitat Schoenherr T, Modi SB, Benton WC, Carter CR, Choi TY, Larson PD, Wagner SM (2012) Research opportunities in purchasing and supply management. Int J Prod Res 50(16):4556–4579CrossRef Schoenherr T, Modi SB, Benton WC, Carter CR, Choi TY, Larson PD, Wagner SM (2012) Research opportunities in purchasing and supply management. Int J Prod Res 50(16):4556–4579CrossRef
32.
Zurück zum Zitat Setiawan H, Anggi GD, Bambang PKB (2013) Application of analyticnetwork process in the performance evaluation of local black-soybean supplyto unilever Indonesia’s soy-sauce product. In: International symposium on the analytic hierarchy process, pp 1–10 Setiawan H, Anggi GD, Bambang PKB (2013) Application of analyticnetwork process in the performance evaluation of local black-soybean supplyto unilever Indonesia’s soy-sauce product. In: International symposium on the analytic hierarchy process, pp 1–10
33.
Zurück zum Zitat Tam MCY, Tummala VMR (2001) An application of the AHP in vendor selection of telecommunications system. Omega 29(2):171–182CrossRef Tam MCY, Tummala VMR (2001) An application of the AHP in vendor selection of telecommunications system. Omega 29(2):171–182CrossRef
34.
Zurück zum Zitat Tahriri F, Osman MR, Ali A, Yusuff RM, Esfandiary A (2008) AHP approach forsupplier evaluation and selection in a steel manufacturing company. J Ind Eng Manag 1(2):54–76 Tahriri F, Osman MR, Ali A, Yusuff RM, Esfandiary A (2008) AHP approach forsupplier evaluation and selection in a steel manufacturing company. J Ind Eng Manag 1(2):54–76
35.
Zurück zum Zitat Torlak G, Sevkli M, Sanal M, Zaim S (2011) Analyzing business competition by using fuzzy TOPSIS method: An example of Turkish domestic airline industry. Expert Syst Appl 38(1):3396–3406CrossRef Torlak G, Sevkli M, Sanal M, Zaim S (2011) Analyzing business competition by using fuzzy TOPSIS method: An example of Turkish domestic airline industry. Expert Syst Appl 38(1):3396–3406CrossRef
36.
Zurück zum Zitat Wang JW, Cheng CH, Huang KC (2009) Fuzzy Hierarchical TOPSIS for supplier selection. Appl Soft Comput 9(1):377–386CrossRef Wang JW, Cheng CH, Huang KC (2009) Fuzzy Hierarchical TOPSIS for supplier selection. Appl Soft Comput 9(1):377–386CrossRef
37.
Zurück zum Zitat Weber CA, Current JR, Benton WC (1991) Vendor selection criteria and methods. Eur J Oper Res 50(1):2–18CrossRef Weber CA, Current JR, Benton WC (1991) Vendor selection criteria and methods. Eur J Oper Res 50(1):2–18CrossRef
38.
Zurück zum Zitat Xu ZS, Da QL (2002) The uncertain OWA operator. Int J Intell Syst 17(1):569–575CrossRef Xu ZS, Da QL (2002) The uncertain OWA operator. Int J Intell Syst 17(1):569–575CrossRef
40.
Zurück zum Zitat Zeydan M, Colpan C, Cobanoglu C (2011) A combined methodology for supplier selection and performance evaluation. Expert Syst Appl 38(3):2741–2751CrossRef Zeydan M, Colpan C, Cobanoglu C (2011) A combined methodology for supplier selection and performance evaluation. Expert Syst Appl 38(3):2741–2751CrossRef
41.
Zurück zum Zitat Zhang D, Zhang J, Lai KK, Lu Y (2009) An novel approach to supplier selection based on vague sets group decision. Expert Syst Appl 36(5):9557–9563CrossRef Zhang D, Zhang J, Lai KK, Lu Y (2009) An novel approach to supplier selection based on vague sets group decision. Expert Syst Appl 36(5):9557–9563CrossRef
Metadaten
Titel
A Two-Phase Multi-criteria Fuzzy Group Decision Making Approach for Supplier Evaluation and Order Allocation Considering Multi-objective, Multi-product and Multi-period
verfasst von
Ashoke Kumar Bera
Dipak Kumar Jana
Debamalya Banerjee
Titas Nandy
Publikationsdatum
21.04.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
Annals of Data Science / Ausgabe 3/2021
Print ISSN: 2198-5804
Elektronische ISSN: 2198-5812
DOI
https://doi.org/10.1007/s40745-020-00255-3

Weitere Artikel der Ausgabe 3/2021

Annals of Data Science 3/2021 Zur Ausgabe