Skip to main content

2015 | OriginalPaper | Buchkapitel

A Combined Grey System Theory and Uncertainty Theory-Based Approach for Supplier Selection in Supply Chain Management

verfasst von : Muhammad Saad Memon, Young Hae Lee, Sonia Irshad Mari

Erschienen in: Toward Sustainable Operations of Supply Chain and Logistics Systems

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

The requirement of large sample size and the strong subject knowledge to build suitable membership function restrict the applicability of probability and fuzzy theories in supplier selection problem. Due to this fact, the combination of grey system theory and uncertainty theory-based approach is applied for supplier selection problem, which requires neither any exact probability distribution nor membership function. The proposed approach is able to consider stochastic and recognitive uncertainties associated with supplier selection decision in supply chain management. This chapter develops framework for reducing the risks associated with suppliers. The novelty of this research is to consider proper uncertainty approaches in different stages of proposed framework instead of solving the whole selection problem using the same uncertainty theory or grey system theory. The proposed framework is based on three stages: identification of supplier selection criteria, defining weights to goals and ratings to supplier attributes as grey linguistic variables, and supplier selection and order allocation using uncertain-goal programming considering uncertain demand and lead time. The proposed model will help the practitioners to effectively evaluate and select suitable set of suppliers and optimal order allocation.

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

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 "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"

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
Zurück zum Zitat Amindoust A, Ahmed S, Saghafinia A (2012) Supplier selection and performance evaluation of telecommunication company. Am J Eng Appl Sci 5(1):49–52CrossRef Amindoust A, Ahmed S, Saghafinia A (2012) Supplier selection and performance evaluation of telecommunication company. Am J Eng Appl Sci 5(1):49–52CrossRef
Zurück zum Zitat Awasthi A, Chauhan SS, Goyal SK (2010) A fuzzy multicriteria approach for evaluating environmental performance of suppliers. Int J Prod Econ 126(2):370–378CrossRef Awasthi A, Chauhan SS, Goyal SK (2010) A fuzzy multicriteria approach for evaluating environmental performance of suppliers. Int J Prod Econ 126(2):370–378CrossRef
Zurück zum Zitat Boran FE, Genc 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):11363–11368CrossRef Boran FE, Genc 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):11363–11368CrossRef
Zurück zum Zitat Cai Y, Huang G, Wang X, Li G, Tan Q (2011) An inexact programming approach for supporting ecologically sustainable water supply with the consideration of uncertain water demand by ecosystems. Stochastic Environ Res Risk Assess 25(5):721–735CrossRef Cai Y, Huang G, Wang X, Li G, Tan Q (2011) An inexact programming approach for supporting ecologically sustainable water supply with the consideration of uncertain water demand by ecosystems. Stochastic Environ Res Risk Assess 25(5):721–735CrossRef
Zurück zum Zitat Cao J, Cao G, Wang WW (2012) A hybrid model using analytic network process and gray relational analysis for bank’s IT outsourcing vendor selection. Kybernetes 41(7–8):994–1013 Cao J, Cao G, Wang WW (2012) A hybrid model using analytic network process and gray relational analysis for bank’s IT outsourcing vendor selection. Kybernetes 41(7–8):994–1013
Zurück zum Zitat Chai JY, Liu JNK, Ngai EWT (2013) Application of decision-making techniques in supplier selection: a systematic review of literature. Expert Syst Appl 40(10):3872–3885CrossRef Chai JY, Liu JNK, Ngai EWT (2013) Application of decision-making techniques in supplier selection: a systematic review of literature. Expert Syst Appl 40(10):3872–3885CrossRef
Zurück zum Zitat Chang N-B, Wen C, Chen Y, Yong Y (1996) A grey fuzzy multiobjective programming approach for the optimal planning of a reservoir watershed. Part A: theoretical development. Water Res 30(10):2329–2334CrossRef Chang N-B, Wen C, Chen Y, Yong Y (1996) A grey fuzzy multiobjective programming approach for the optimal planning of a reservoir watershed. Part A: theoretical development. Water Res 30(10):2329–2334CrossRef
Zurück zum Zitat Chen Y-J (2011) Structured methodology for supplier selection and evaluation in a supply chain. Inform Sci 181(9):1651–1670CrossRef Chen Y-J (2011) Structured methodology for supplier selection and evaluation in a supply chain. Inform Sci 181(9):1651–1670CrossRef
Zurück zum Zitat 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):2241–2253CrossRef 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):2241–2253CrossRef
Zurück zum Zitat Deng J (1985) Special issue of grey system approach. Fuzzy Math 5(2):81–84 Deng J (1985) Special issue of grey system approach. Fuzzy Math 5(2):81–84
Zurück zum Zitat Deng J-L (1989) Introduction to grey system theory. J Grey Syst 1(1):1–24 Deng J-L (1989) Introduction to grey system theory. J Grey Syst 1(1):1–24
Zurück zum Zitat Deng XY, Hu Y, Deng Y, Mahadevan S (2014) Supplier selection using AHP methodology extended by D numbers. Expert Syst Appl 41(1):156–167CrossRef Deng XY, Hu Y, Deng Y, Mahadevan S (2014) Supplier selection using AHP methodology extended by D numbers. Expert Syst Appl 41(1):156–167CrossRef
Zurück zum Zitat Dickson GW (1966) An analysis of vendor selection systems and decisions. J Purchasing 2(1):5–17 Dickson GW (1966) An analysis of vendor selection systems and decisions. J Purchasing 2(1):5–17
Zurück zum Zitat Hu X, Munson CL, Fotopoulos SB (2012) Purchasing decisions under stochastic prices: approximate solutions for order time, order quantity and supplier selection. Ann Oper Res 201(1):287–305CrossRef Hu X, Munson CL, Fotopoulos SB (2012) Purchasing decisions under stochastic prices: approximate solutions for order time, order quantity and supplier selection. Ann Oper Res 201(1):287–305CrossRef
Zurück zum Zitat Kahneman D, Tversky A (1979) Prospect theory: an analysis of decision under risk. Econometrica: J Econometric Soc 263–291 Kahneman D, Tversky A (1979) Prospect theory: an analysis of decision under risk. Econometrica: J Econometric Soc 263–291
Zurück zum Zitat Kanagaraj G, Ponnambalam S, Jawahar N (2014) Reliability-based total cost of ownership approach for supplier selection using cuckoo-inspired hybrid algorithm. Int J Adv Manuf Technol (online publication) Kanagaraj G, Ponnambalam S, Jawahar N (2014) Reliability-based total cost of ownership approach for supplier selection using cuckoo-inspired hybrid algorithm. Int J Adv Manuf Technol (online publication)
Zurück zum Zitat Karimi H, Rezaeinia A (2014) Supplier selection using revised multi-segment goal programming model. Int JAdv Manuf Technol 70(5–8):1227–1234CrossRef Karimi H, Rezaeinia A (2014) Supplier selection using revised multi-segment goal programming model. Int JAdv Manuf Technol 70(5–8):1227–1234CrossRef
Zurück zum Zitat Karmakar S, Mujumdar P (2006) Grey fuzzy optimization model for water quality management of a river system. Adv Water Resour 29(7):1088–1105CrossRef Karmakar S, Mujumdar P (2006) Grey fuzzy optimization model for water quality management of a river system. Adv Water Resour 29(7):1088–1105CrossRef
Zurück zum Zitat Li GD, Yamaguchi D, Nagai M (2007) A grey-based decision-making approach to the supplier selection problem. Math Comput Model 46(3–4):573–581CrossRef Li GD, Yamaguchi D, Nagai M (2007) A grey-based decision-making approach to the supplier selection problem. Math Comput Model 46(3–4):573–581CrossRef
Zurück zum Zitat Li GD, Yamaguchi D, Nagai M (2008) A grey-based rough decision-making approach to supplier selection. Int J Adv Manuf Technol 36(9–10):1032–1040CrossRef Li GD, Yamaguchi D, Nagai M (2008) A grey-based rough decision-making approach to supplier selection. Int J Adv Manuf Technol 36(9–10):1032–1040CrossRef
Zurück zum Zitat Liu B (2012) Why is there a need for uncertainty theory. J Uncertain Syst 6(1):3–10 Liu B (2012) Why is there a need for uncertainty theory. J Uncertain Syst 6(1):3–10
Zurück zum Zitat Liu B (2015) Uncertainty theory, 4th edn. Springer, Berlin Liu B (2015) Uncertainty theory, 4th edn. Springer, Berlin
Zurück zum Zitat Liu S, Lin Y, Forrest JYL (2010) Grey systems: theory and applications. Springer, Berlin (Vol 68)CrossRef Liu S, Lin Y, Forrest JYL (2010) Grey systems: theory and applications. Springer, Berlin (Vol 68)CrossRef
Zurück zum Zitat Mujumdar P, Karmakar S (2008) Grey fuzzy multi-objective optimization. Fuzzy Multi-Criteria Decis Making 453–482 (Springer) Mujumdar P, Karmakar S (2008) Grey fuzzy multi-objective optimization. Fuzzy Multi-Criteria Decis Making 453–482 (Springer)
Zurück zum Zitat Sarkis J, Talluri S (2002) A model for strategic supplier selection. J Supply Chain Manage 38(1):18–28CrossRef Sarkis J, Talluri S (2002) A model for strategic supplier selection. J Supply Chain Manage 38(1):18–28CrossRef
Zurück zum Zitat Shaw K, Shankar R, Yadav SS, Thakur LS (2012) Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain. Expert Syst Appl 39(9):8182–8192CrossRef Shaw K, Shankar R, Yadav SS, Thakur LS (2012) Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain. Expert Syst Appl 39(9):8182–8192CrossRef
Zurück zum Zitat Sipahi S, Timor M (2010) The analytic hierarchy process and analytic network process: an overview of applications. Manage Decis 48(5–6):775–808CrossRef Sipahi S, Timor M (2010) The analytic hierarchy process and analytic network process: an overview of applications. Manage Decis 48(5–6):775–808CrossRef
Zurück zum Zitat Talluri S, Narasimhan R (2003) Vendor evaluation with performance variability: a max–min approach. Eur J Oper Res 146(3):543–552CrossRef Talluri S, Narasimhan R (2003) Vendor evaluation with performance variability: a max–min approach. Eur J Oper Res 146(3):543–552CrossRef
Zurück zum Zitat Wang Y-J, Lee H-S (2007) Generalizing TOPSIS for fuzzy multiple-criteria group decision-making. Comput Math Appl 53(11):1762–1772CrossRef Wang Y-J, Lee H-S (2007) Generalizing TOPSIS for fuzzy multiple-criteria group decision-making. Comput Math Appl 53(11):1762–1772CrossRef
Zurück zum Zitat Wang H, Che Z, Wang M (2009) A three-phase integrated model for product configuration change problems. Expert Syst Appl 36(3):5491–5509CrossRef Wang H, Che Z, Wang M (2009) A three-phase integrated model for product configuration change problems. Expert Syst Appl 36(3):5491–5509CrossRef
Zurück zum Zitat Weber CA, Current JR, Benton W (1991) Vendor selection criteria and methods. Eur J Oper Res 50(1):2–18CrossRef Weber CA, Current JR, Benton W (1991) Vendor selection criteria and methods. Eur J Oper Res 50(1):2–18CrossRef
Zurück zum Zitat Yucenur GN, Vayvay O, Demirel NC (2011) Supplier selection problem in global supply chains by AHP and ANP approaches under fuzzy environment. Int J Adv Manuf Technol 56(5–8):823–833CrossRef Yucenur GN, Vayvay O, Demirel NC (2011) Supplier selection problem in global supply chains by AHP and ANP approaches under fuzzy environment. Int J Adv Manuf Technol 56(5–8):823–833CrossRef
Metadaten
Titel
A Combined Grey System Theory and Uncertainty Theory-Based Approach for Supplier Selection in Supply Chain Management
verfasst von
Muhammad Saad Memon
Young Hae Lee
Sonia Irshad Mari
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-19006-8_32