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Erschienen in: Neural Computing and Applications 5/2023

17.10.2022 | Original Article

An integrated intuitionistic fuzzy set and stochastic multi-criteria acceptability analysis approach for supplier selection

verfasst von: Ahmet İlbaş, Atilla Gürdere, Fatih Emre Boran

Erschienen in: Neural Computing and Applications | Ausgabe 5/2023

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Abstract

One of the challenging and complicate processes in supply chain management is to select best supplier from the set of suppliers since they have direct and indirect effects on the core functions of the companies. The supplier selection problem is generally accepted as multi-criteria decision-making (MCDM) since it includes conflict criteria which include uncertain and ambiguous data. Therefore, fuzzy set and its extensions such as intuitionistic fuzzy set have been integrated with MCDM methods in past two decades as they have great capability to handle uncertainty. In this study, hybrid method based on intuitionistic fuzzy preference relation (IFPR) and stochastic multi-criteria acceptability analysis (SMAA-2) is introduced to select best supplier. In the first stage, IFPR is exploited to obtain the criteria weights using the preference of decision-makers (DMs). SMAA-2 method has been utilized to rank alternatives which are rated based on the individual preferences of DMs. The proposed method has been implemented to the selection of the most suitable supplier for effective purchasing the vehicle rental service needed by the armed forces considering the eight criteria. Furthermore, sensitivity analysis has been conducted under eight different scenarios obtained by changing the criteria weights. The results illustrate that IFPR-SMAA-2 method is more capable of discriminating in ranking of alternatives and provides more reliable solutions.

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Literatur
1.
Zurück zum Zitat Dickson GW (1966) An analysis of vendor selection system and decisions. Journalof Purchasing 2(1):28–41 Dickson GW (1966) An analysis of vendor selection system and decisions. Journalof Purchasing 2(1):28–41
13.
Zurück zum Zitat 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):11363–11368CrossRef 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):11363–11368CrossRef
16.
Zurück zum Zitat Li Y, Deng Y (2019) Intuitionistic evidence sets. IEEE Access 7:106417–106426CrossRef Li Y, Deng Y (2019) Intuitionistic evidence sets. IEEE Access 7:106417–106426CrossRef
19.
Zurück zum Zitat Lahdelma R, Salminen P (2010). Stochastic multicriteria acceptability analysis (SMAA). In: Ehrgott, M., Figueira, J., Greco, S. (eds) Trends in multiple criteria decision analysis. International series in operations research and management science, vol 142. Springer, Boston Lahdelma R, Salminen P (2010). Stochastic multicriteria acceptability analysis (SMAA). In: Ehrgott, M., Figueira, J., Greco, S. (eds) Trends in multiple criteria decision analysis. International series in operations research and management science, vol 142. Springer, Boston
20.
Zurück zum Zitat Durmaz K, Gencer C (2019) A new method in stochastic multi-criteria decision making: swara-smaa-2 and an application. J Aeronaut Space Technol 12–2:129–135 Durmaz K, Gencer C (2019) A new method in stochastic multi-criteria decision making: swara-smaa-2 and an application. J Aeronaut Space Technol 12–2:129–135
21.
Zurück zum Zitat Lahdelma R, Hokkanen J, Salminen P (1998) SMAA—stochastic multiobjective acceptability analysis. Eur J Oper Res 106:137–143CrossRef Lahdelma R, Hokkanen J, Salminen P (1998) SMAA—stochastic multiobjective acceptability analysis. Eur J Oper Res 106:137–143CrossRef
22.
Zurück zum Zitat Tervonen T, Figueira JR (2008) A survey on stochastic multicriteria acceptability analysis methods. J Multi-Criteria Decis Anal 15:1–14CrossRefMATH Tervonen T, Figueira JR (2008) A survey on stochastic multicriteria acceptability analysis methods. J Multi-Criteria Decis Anal 15:1–14CrossRefMATH
26.
Zurück zum Zitat Shu MH, Cheng CH, Chang JR (2006) Using intuitionistic fuzzy sets for fault-tree analysis on printed circuit board assembly. Microelectron Reliab 46(12):2139–2148CrossRef Shu MH, Cheng CH, Chang JR (2006) Using intuitionistic fuzzy sets for fault-tree analysis on printed circuit board assembly. Microelectron Reliab 46(12):2139–2148CrossRef
27.
Zurück zum Zitat Bustince H et al (2015) A historical account of types of fuzzy sets and their relationships. IEEE Trans Fuzzy Syst 24:179–194CrossRef Bustince H et al (2015) A historical account of types of fuzzy sets and their relationships. IEEE Trans Fuzzy Syst 24:179–194CrossRef
28.
Zurück zum Zitat Xu ZS (2007) Intuitionistic fuzzy aggregation operators. IEEE Trans Fuzzy Syst 15(6):1179–1187CrossRef Xu ZS (2007) Intuitionistic fuzzy aggregation operators. IEEE Trans Fuzzy Syst 15(6):1179–1187CrossRef
29.
Zurück zum Zitat Xu ZS (2007) Intuitionistic preference relations and their application in group decision making. Inf Sci 177(11):2363–2379CrossRefMATH Xu ZS (2007) Intuitionistic preference relations and their application in group decision making. Inf Sci 177(11):2363–2379CrossRefMATH
30.
Zurück zum Zitat Lahdelma R, Salminen P (2001) SMAA-2: stochastic multi criteria acceptability analysis for group decision making. Oper Res 49(3):444–454CrossRefMATH Lahdelma R, Salminen P (2001) SMAA-2: stochastic multi criteria acceptability analysis for group decision making. Oper Res 49(3):444–454CrossRefMATH
31.
Zurück zum Zitat Szmidt E, Baldwin JF (2006) Intuitionistic fuzzy set functions, mass assignment theory, possibility theory and histograms. In: 2006 IEEE International conference on fuzzy systems, Vancouver, pp 35–41. Szmidt E, Baldwin JF (2006) Intuitionistic fuzzy set functions, mass assignment theory, possibility theory and histograms. In: 2006 IEEE International conference on fuzzy systems, Vancouver, pp 35–41.
Metadaten
Titel
An integrated intuitionistic fuzzy set and stochastic multi-criteria acceptability analysis approach for supplier selection
verfasst von
Ahmet İlbaş
Atilla Gürdere
Fatih Emre Boran
Publikationsdatum
17.10.2022
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 5/2023
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-022-07919-6

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