Supplier Selection Using Fuzzy Analytical Hierarchy Process: A Bibliometric Analysis
محورهای موضوعی : Supply chain management and logistics
Yelita Iskandar
1
(Industrial Technology)
کلید واژه: Supplier Selection, MCDM, Fuzzy AHP, PRISMA, PoP, VOSviewer,
چکیده مقاله :
The success of the supply chain is significantly dependent on the increasing selection of suppliers. Therefore, organizations must establish assessment criteria to expedite supplier selection. Various decision-making processes have been extensively employed, such as Multi-Criteria Decision Making (MCDM), a prominent method for selecting the best alternative. The criteria used to determine this alternative process was Fuzzy weight because it reduced subjective judgments of the weighted criteria set by the decision-maker. Therefore, this research aimed to present an orderly overview as a guide to earlier research on the Fuzzy Analytical Hierarchy Process (AHP) method in supplier selection, developed a categorization structure with important aspects and identified areas for further analysis. PRISMA (Preferred Reporting Items for Systematic Review and Meta-Analyses), which combined quantitative and qualitative methods, was used to perform a comprehensive mapping analysis of supplier selection with Fuzzy AHP (FAHP). The quantitative analysis was conducted with the utilization of two software, namely Publish or Perish (PoP) and VOSviewer. The result showed a significant number of articles on supplier selection that consider environmental factors with sustainable development goals (SDGs). It also demonstrated that preliminary research focused on supplier selection methods with the use of mathematical methods. Therefore, future research streams included strategy-oriented supplier selection, and green and sustainable practices, which are still in the early stages of the cycle.
The success of the supply chain is significantly dependent on the increasing selection of suppliers. Therefore, organizations must establish assessment criteria to expedite supplier selection. Various decision-making processes have been extensively employed, such as Multi-Criteria Decision Making (MCDM), a prominent method for selecting the best alternative. The criteria used to determine this alternative process was Fuzzy weight because it reduced subjective judgments of the weighted criteria set by the decision-maker. Therefore, this research aimed to present an orderly overview as a guide to earlier research on the Fuzzy Analytical Hierarchy Process (AHP) method in supplier selection, developed a categorization structure with important aspects and identified areas for further analysis. PRISMA (Preferred Reporting Items for Systematic Review and Meta-Analyses), which combined quantitative and qualitative methods, was used to perform a comprehensive mapping analysis of supplier selection with Fuzzy AHP (FAHP). The quantitative analysis was conducted with the utilization of two software, namely Publish or Perish (PoP) and VOSviewer. The result showed a significant number of articles on supplier selection that consider environmental factors with sustainable development goals (SDGs). It also demonstrated that preliminary research focused on supplier selection methods with the use of mathematical methods. Therefore, future research streams included strategy-oriented supplier selection, and green and sustainable practices, which are still in the early stages of the cycle.
Agrawal, N., & Kant, S. (2020). Supplier Selection Using Fuzzy-AHP: A Case Study. Trends in Manufacturing Processes: Select Proceedings of ICFTMM 2018, 119–127.
Ajalli, M., Azimi, H., Balani, A. M., & Rezaei, M. (2017). Application of Fuzzy AHP and COPRAS to Solve the Supplier Selection Problems. International Journal of Supply Chain Management, 6(3), 112–119.
Akbaş, S., & Dalkilic, T. E. (2018). Multi-criteria Supplier Selection Based on Fuzzy Pairwise Comparisons in AHP. Gazi University Journal of Science, 31(1), 296–308.
Alkahtani, M., & Kaid, H. (2018). Supplier Selection in Supply Chain Management: A Review Study. International Journal of Business Performance and Supply Chain Modelling, 10(2), 107–130.
Awasthi, A., Govindan, K., & Gold, S. (2018). Multi-tier Sustainable Global Supplier Selection Using A Fuzzy AHP-VIKOR Based Approach. International Journal of Production Economics, 195, 106–117.
Ayhan, M. B. (2013). A Fuzzy AHP Approach for Supplier Selection Problem: A Case Study in A Gear Motor Company. ArXiv Preprint ArXiv:1311.2886.
Azadnia, A. H., Ghadimi, P., Saman, M. Z. M., Wong, K. Y., & Heavey, C. (2013). An Integrated Approach for Sustainable Supplier Selection Using Fuzzy Logic and Fuzzy AHP. Applied Mechanics and Materials, 315, 206–210.
Çalık, A. (2021). A Novel Pythagorean Fuzzy AHP and Fuzzy TOPSIS Methodology for Green Supplier Selection in the Industry 4.0 Era. Soft Computing, 25(3), 2253–2265.
Deshmukh, A. J., & Vasudevan, H. (2019). Supplier Selection in Plastic Products Manufacturing MSMEs Using A Combined Traditional and Green Criteria Based on AHP and Fuzzy AHP. Proceedings of International Conference on Intelligent Manufacturing and Automation: ICIMA 2018, 593–600.
Deshmukh, S., & Sunnapwar, V. (2019). Fuzzy Analytic Hierarchy Process (FAHP) for Green Supplier Selection in Indian Industries. Proceedings of International Conference on Intelligent Manufacturing and Automation: ICIMA 2018, 679–687.
Digalwar, A., Borade, A., & Metri, B. (2014). A Fuzzy AHP Approach for Supplier Selection. Operations and Supply Chain Management: An International Journal, 7(2), 46–53.
Diouf, M., & Kwak, C. (2018). Fuzzy AHP, DEA, and Managerial Analysis for Supplier Selection and Development; From the Perspective of Open Innovation. Sustainability, 10(10), 3779.
Ecer, F. (2022). Multi-criteria Decision Making for Green Supplier Selection Using Interval Type-2 Fuzzy AHP: A Case Study of A Home Appliance Manufacturer. Operational Research, 22(1), 199–233.
Fagundes, M. V. C., Hellingrath, B., & Freires, F. G. M. (2021). Supplier Selection Risk: A New Computer-based Decision-making System with Fuzzy Extended AHP. Logistics, 5(1), 13.
Fagundes, M. V. C., Keler, Á. C., Teles, E. O., de Melo, S. A. B. V., & Freires, F. G. M. (2021). Multicriteria Decision-making System for Supplier Selection Considering Risk: A Computational Fuzzy AHP-based Approach. IEEE Latin America Transactions, 19(9), 1564–1572.
Galankashi, M. R., Helmi, S. A., & Hashemzahi, P. (2016). Supplier Selection in Automobile Industry: A Mixed Balanced Scorecard–Fuzzy AHP Approach. Alexandria Engineering Journal, 55(1), 93–100.
Galankashi, M. R., Hisjam, M., & Helmi, S. A. (2016). Agile Supplier Selection: A Fuzzy Analytic Hierarchy Process (FAHP) Approach. Proceedings of the Sixth International Conference on Industrial Engineering and Operations Management (IEOM).
García-Holgado, A., Marcos-Pablos, S., & García-Peñalvo, F. (2020). Guidelines for Performing Systematic Research Projects Reviews.
Gernowo, R., & Surarso, B. (2022). Fuzzy-AHP MOORA Approach for Vendor Selection Applications. Register, 8(1), 24–37.
Gold, S., & Awasthi, A. (2015). Sustainable Global Supplier Selection Extended Towards Sustainability Risks from (1+ n) th tier Suppliers Using Fuzzy AHP Based Approach. Ifac-Papersonline, 48(3), 966–971.
Govindan, K., Rajendran, S., Sarkis, J., & Murugesan, P. (2015). Multi-Criteria Decision-Making Approaches for Green Supplier Evaluation and Selection: A Literature Review. Journal of Cleaner Production, 98, 66–83.
Hamdan, S., & Cheaitou, A. (2015). Green Supplier Selection and Order Allocation Using an Integrated Fuzzy TOPSIS, AHP, and IP Approach. 2015 International Conference on Industrial Engineering and Operations Management (IEOM), 1–10.
Hu, X., Sun, B., & Chen, X. (2020). Double Quantitative Fuzzy Rough Set-based Improved AHP Method and Application to Supplier Selection Decision Making. International Journal of Machine Learning and Cybernetics, 11(1), 153–167.
Ishizaka, A. (2014). Comparison of Fuzzy Logic, AHP, FAHP, and Hybrid Fuzzy AHP for New Supplier Selection and Its Performance Analysis. International Journal of Integrated Supply Management, 9(1–2), 1–22.
Jain, R., Singh, A. R., & Mishra, P. K. (2013). Prioritization of Supplier Selection Criteria: A Fuzzy-AHP Approach. MIT International Journal of Mechanical Engineering, 3(1), 34–42.
Jain, V., Sangaiah, A. K., Sakhuja, S., Thoduka, N., & Aggarwal, R. (2018). Supplier Selection Using Fuzzy AHP and TOPSIS: A Case Study in The Indian Automotive Industry. Neural Computing and Applications, 29, 555–564.
Junior, F. R. L., Osiro, L., & Carpinetti, L. C. R. (2014). A Comparison Between Fuzzy AHP and Fuzzy TOPSIS Methods to Supplier Selection. Applied Soft Computing, 21, 194–209.
Karabayir, A. N., Botsali, A. R., Kose, Y., & Cevikcan, E. (2020). Supplier Selection in A Construction Company Using Fuzzy AHP and Fuzzy TOPSIS. Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making: Proceedings of the INFUS 2019 Conference, Istanbul, Turkey, July 23-25, 2019, 481–487.
Karsak, E. E., & Dursun, M. (2016). Taxonomy and Review of Non-deterministic Analytical Methods for Supplier Selection. International Journal of Computer Integrated Manufacturing, 29(3), 263–286.
Kayapinar Kaya, S., & Aycin, E. (2021). An Integrated Interval Type 2 Fuzzy AHP and COPRAS-G Methodologies for Supplier Selection in the Era of Industry 4.0. Neural Computing and Applications, 33(16), 10515–10535.
Kumar, A., Pal, A., Vohra, A., Gupta, S., Manchanda, S., & Dash, M. K. (2018). Construction of Capital Procurement Decision-Making Model to Optimize Supplier Selection Using Fuzzy Delphi and AHP-DEMATEL. Benchmarking: An International Journal, 25(5), 1528–1547.
Li, Z., Wong, W.-K., & Kwong, C. K. (2013). An Integrated Model of Material Supplier Selection and Order Allocation Using Fuzzy Extended AHP and Multiobjective programming. Mathematical Problems in Engineering, 2013.
Lotfi, F. H., Allahviranloo, T., Shafiee, M., & Saleh, H. (n.d.). Supply Chain Performance Evaluation. In Studies in Big Data. Springer. Retrieved 20 April 2024, from https://link.springer.com/chapter/10.1007/978-3-031-28247-8_1
Manivel, P., & Ranganathan, R. (2019). An Efficient Supplier Selection Model for Hospital Pharmacy Through Fuzzy AHP and Fuzzy TOPSIS. International Journal of Services and Operations Management, 33(4), 468–493.
Mardani, A., Jusoh, A., & Zavadskas, E. K. (2015). Fuzzy Multiple Criteria Decision-making Techniques and Applications–Two Decades Review From 1994 To 2014. Expert Systems with Applications, 42(8), 4126–4148.
Masudin, I., Umamy, S. Z., Al-Imron, C. N., & Restuputri, D. P. (2022). Green Procurement Implementation through Supplier Selection: A Bibliometric Review. Cogent Engineering, 9(1), 2119686.
Mavi, R. K. (2015). Green Supplier Selection: A Fuzzy AHP and Fuzzy ARAS Approach. International Journal of Services and Operations Management, 22(2), 165–188.
Mondragon, A. E. C., Mastrocinque, E., Tsai, J.-F., & Hogg, P. J. (2019). An AHP and Fuzzy AHP Multifactor Decision-Making Approach for Technology and Supplier Selection in The High-functionality Textile Industry. IEEE Transactions on Engineering Management, 68(4), 1112–1125.
Ocampo, L. A., Abad, G. K. M., Cabusas, K. G. L., Padon, M. L. A., & Sevilla, N. C. (2018). Recent Approaches to Supplier Selection: A Review of Literature within 2006-2016. International Journal of Integrated Supply Management, 12(1–2), 22–68.
Ograh, T., Ayarkwa, J., Osei-Asibey, D., Acheampong, A., & Amoah, P. (2021). Drivers of Integration of Green into Supplier Selections: A Systematic Literature Review. International Trade, Politics and Development, 5(2), 136–155.
Özdemır, Y. S. (2017). Supplier Selection by Using Fuzzy AHP-electric and An Application in Textile Company. 2017 Electric Electronics, Computer Science, Biomedical Engineerings’ Meeting (EBBT), 1–5.
Ozkan, O., & Aydin, S. (2020). Supplier Selection with Intuitionistic Fuzzy AHP and Goal Programming. Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making: Proceedings of the INFUS 2019 Conference, Istanbul, Turkey, July 23-25, 2019, 835–842.
Perić, T., Babić, Z., & Veža, I. (2013). Vendor Selection and Supply Quantities Determination in A Bakery by AHP and Fuzzy Multi-criteria Programming. International Journal of Computer Integrated Manufacturing, 26(9), 816–829.
Pramanik, D., Haldar, A., Mondal, S. C., Naskar, S. K., & Ray, A. (2017). Resilient Supplier Selection Using AHP-TOPSIS-QFD Under a Fuzzy Environment. International Journal of Management Science and Engineering Management, 12(1), 45–54.
Resende, C. H. L., Geraldes, C. A. S., & Junior, F. R. L. (2021). Decision Models for Supplier Selection in Industry 4.0 Era: A Systematic Literature Review. Procedia Manufacturing, 55, 492–499.
Rezaei, J., Fahim, P. B. M., & Tavasszy, L. (2014). Supplier Selection in The Airline Retail Industry Using A Funnel Methodology: Conjunctive Screening Method and Fuzzy AHP. Expert Systems with Applications, 41(18), 8165–8179.
Saaty, T. L. (1980). The Analytic Hierarchy Process (AHP). The Journal of the Operational Research Society, 41(11), 1073–1076.
Saputro, T. E., Figueira, G., & Almada-Lobo, B. (2022). A Comprehensive Framework and Literature Review of Supplier Selection Under Different Purchasing Strategies. Computers & Industrial Engineering, 167, 108010.
Secundo, G., Magarielli, D., Esposito, E., & Passiante, G. (2017). Supporting Decision-making in Service Supplier Selection Using a Hybrid Fuzzy Extended AHP Approach: A Case Study. Business Process Management Journal, 23(1), 196–222.
Shafi Salimi, P., & Edalatpanah, S. A. (2020). Supplier Selection Using Fuzzy AHP Method and D-Numbers. Journal of Fuzzy Extension and Applications, 1(1), 1–14.
Sharawat, K., & Dubey, S. K. (2018). An Approach to Vendor Selection on Usability Basis by AHP and Fuzzy Topsis Method. Soft Computing: Theories and Applications: Proceedings of SoCTA 2016, Volume 2, 595–604.
Shaw, K., Shankar, R., Yadav, S. S., & Thakur, L. S. (2013). Global Supplier Selection Considering Sustainability and Carbon Footprint Issue: AHP Multi-objective Fuzzy Linear Programming Approach. International Journal of Operational Research, 17(2), 215–247.
Simić, D., Kovačević, I., Svirčević, V., & Simić, S. (2017). 50 Years of Fuzzy Set Theory and Models for Supplier Assessment and Selection: A Literature Review. Journal of Applied Logic, 24, 85–96.
Sivrikaya, B. T., Kaya, A., Dursun, M., & Çebi, F. (2015). Fuzzy AHP–Goal Programming Approach for A Supplier Selection Problem. Research in Logistics & Production, 5(3), 271–285.
Sultana, I., Ahmed, I., & Azeem, A. (2015). An integrated approach for multiple criteria supplier selection combining Fuzzy Delphi, Fuzzy AHP & Fuzzy TOPSIS. Journal of Intelligent & Fuzzy Systems, 29(4), 1273–1287.
Tavana, M., Shaabani, A., Mansouri Mohammadabadi, S., & Varzgani, N. (2021). An Integrated Fuzzy AHP-Fuzzy MULTIMOORA Model for Supply Chain Risk-Benefit Assessment and Supplier Selection. International Journal of Systems Science: Operations & Logistics, 8(3), 238–261.
Tooranloo, H. S., & Iranpour, A. (2017). Supplier Selection and Evaluation Using Interval-valued Intuitionistic Fuzzy AHP Method. International Journal of Procurement Management, 10(5), 539–554.
Unal, Y., & Temur, G. T. (2022). Sustainable supplier selection by using spherical fuzzy AHP. Journal of Intelligent & Fuzzy Systems, 42(1), 593–603.
Wetzstein, A., Hartmann, E., Benton Jr, W. C., & Hohenstein, N.-O. (2016). A Systematic Assessment of Supplier Selection Literature–State-of-the-Art and Future Scope. International Journal of Production Economics, 182, 304–323.
Widyatama, K. M. K. T., Puspita, I. A., & Natapriatna, M. (2019). The Proposed of Vendor Selection in Goods Procurement Using Fuzzy Analytical Hierarchy Process (FAHP) Method at PT Pertamina Hulu Energi Offshore Northwest Java (PHE ONWJ). 2018 International Conference on Industrial Enterprise and System Engineering (ICoIESE 2018), 12–18.
Xu, Z., Qin, J., Liu, J., & Martínez, L. (2019). Sustainable Supplier Selection Based on AHPSort II in Interval Type-2 Fuzzy Environment. Information Sciences, 483, 273–293.
Yadav, V., & Sharma, M. K. (2015). Multi-criteria Decision Making for Supplier Selection Using Fuzzy AHP Approach. Benchmarking: An International Journal, 22(6), 1158–1174.
Yildiz, A., & Yayla, A. Y. (2015). Multi-criteria Decision-making Methods for Supplier Selection: A Literature Review. South African Journal of Industrial Engineering, 26(2), 158–177.
Zadeh, L. A. (1988). Fuzzy Logic. Computer, 21(4), 83–93.
Zafar, A., Zafar, M., Sarwar, A., Raza, H., & Khan, M. T. (2019). A Fuzzy AHP Method for Green Supplier Selection and Evaluation. Proceedings of the Twelfth International Conference on Management Science and Engineering Management, 1355–1366.
