Fuzzy-AHP MOORA approach for vendor selection applications

Authors

  • I’tishom Al Khoiry Universitas Diponegoro
  • Rahmat Gernowo Universitas Diponegoro
  • Bayu Surarso Universitas Diponegoro

DOI:

https://doi.org/10.26594/register.v8i1.2356

Keywords:

Decision Support System, Fuzzy AHP, MCDM, MOORA, vendor selection

Abstract

Vendor selection is a critical activity in order to support the achievement of company success and competitiveness. Significantly, the company has some specific standards in the selection. Therefore, an evaluation is needed to see which vendors match the company's criteria. The purpose of this study is to evaluate and select the proposed vendor in a web-based decision support system (DSS) by using the fuzzy-AHP MOORA approach. The fuzzy-AHP method is used to determine the importance level of the criteria, while the MOORA method is used for alternative ranking. The results showed that vendor 4 has the highest score than other alternatives with a value of 0.2536. Sensitivity analysis showed that the proposed DSS fuzzy-AHP MOORA concept was already solid and suitable for this problem, with a low rate of change.

Author Biographies

I’tishom Al Khoiry, Universitas Diponegoro

Department of Information Systems

Rahmat Gernowo, Universitas Diponegoro

Department of Physics

Bayu Surarso, Universitas Diponegoro

Department of Mathematics

References

[1] A. Arabsheybani, M. M. Paydar and A. S. Safaei, "An integrated fuzzy MOORA method and FMEA technique for sustainable supplier selection considering quantity discounts and supplier's risk," Journal of Cleaner Production, vol. 190, pp. 577-591, 2018.

[2] F. Çebi and İ. Otay, "A two-stage fuzzy approach for supplier evaluation and order allocation problem with quantity discounts and lead time," Information Sciences, vol. 339, pp. 143-157, 2016.

[3] M. Dotoli, N. Epicoco and M. Falagario, "Multi-Criteria Decision Making techniques for the management of public procurement tenders: A case study," Applied Soft Computing, vol. 88, 2020.

[4] M. R. Asadabadi, "The stratified multi-criteria decision-making method," Knowledge-Based Systems, vol. 162, pp. 115-123, 2018.

[5] S. Dožić, "Multi-criteria decision making methods: Application in the aviation industry," Journal of Air Transport Management, vol. 79, 2019.

[6] G. Haseli, R. Sheikh and S. S. Sana, "Base-criterion on multi-criteria decision-making method and its applications," International Journal of Management Science and Engineering Management, vol. 15, no. 2, pp. 79-88, 2020.

[7] I. Ali, V. Gunawan and K. Adi, "Land-use suitability evaluation for organic rice cultivation using fuzzy-AHP ELECTRE method," Register: Jurnal Ilmiah Teknologi Sistem Informasi, vol. 7, no. 1, pp. 1-15, 2021.

[8] R. K. Singh, S. Kansara and N. K. Vishwakarma, "Vendor rating system for an Indian start-up: a combined AHP & TOPSIS approach," Measuring Business Excellence, vol. 22, no. 3, pp. 220-241, 2018.

[9] A. Cheraghalipour, M. M. Paydar and M. Hajiaghaei-Keshteli, "Applying a hybrid BWM-VIKOR approach to supplier selection: a case study in the Iranian agricultural implements industry," International Journal of Applied Decision Sciences, vol. 11, no. 3, pp. 274-301, 2018.

[10] A. Ghosh, N. Ghorui, S. P. Mondal, S. Kumari, B. K. Mondal, A. Das and M. S. Gupta, "Application of Hexagonal Fuzzy MCDM Methodology for Site Selection of Electric Vehicle Charging Station," Mathematics, vol. 9, 2021.

[11] N. Ghorui, A. Ghosh, E. A. Algehyne, S. P. Mondal and A. K. Saha, "AHP-TOPSIS Inspired Shopping Mall Site Selection Problem with Fuzzy Data," Mathematics, vol. 8, 2020.

[12] S. Guo and H. Zhao, "Fuzzy best-worst multi-criteria decision-making method and its applications," Knowledge-Based Systems, vol. 121, pp. 23-31, 2017.

[13] W. K. M. Brauers and E. K. Zavadskas, "A Multi-Objective Decision Support System for Project Selection With an Application for the Tunisian Textile Industry," Ekonomika a management, pp. 28-43, 2012.

[14] N. Ghorui, A. Ghosh, S. P. Mondal, M. Y. Bajuri, A. Ahmadian, S. Salahshour and M. Ferrara, "Identification of dominant risk factor involved in spread of COVID-19 using hesitant fuzzy MCDM methodology," Results in Physics, vol. 21, 2021.

[15] M. A. Akbar, M. Shameem, S. Mahmood, A. Alsanad and A. Gumaei, "Prioritization based Taxonomy of Cloud-based Outsource Software Development Challenges: Fuzzy AHP analysis," Applied Soft Computing, vol. 95, 2020.

[16] S. O. Ogundoyin and I. A. Kamil, "A Fuzzy-AHP based prioritization of trust criteria in fog computing services," Applied Soft Computing, vol. 97, 2020.

[17] Gou-chenxi, "Application of FAHP in the evaluation of electromechanical system components," in 2019 IEEE 8th Joint International Information Technology and Artificial Intelligence Conference (ITAIC), 2019.

[18] D.-Y. Chang, "Applications of the extent analysis method on fuzzy AHP," European Journal of Operational Research, vol. 95, no. 3, pp. 649-655, 1996.

[19] W. K. M. Brauers, E. K. Zavadskas, Z. Turskis and T. Vilutienė, "Multi-Objective Contractor’s Ranking by Applying the Moora Method," Journal of Business Economics and Management, vol. 9, no. 4, p. 245–255, 2008.

[20] Z. Li, L. Sun, L. He, X. Tang, X. Zou and M. Chen, "Distribution Network Supplier Selection with Fuzzy AHP and TOPSIS," in 2019 14th IEEE Conference on Industrial Electronics and Applications (ICIEA), 2019.

[21] A. Awasthi, K. Govindan and S. Gold, "Multi-tier sustainable global supplier selection using a fuzzy AHP-VIKOR based approach," International Journal of Production Economics, vol. 195, pp. 106-117, 2018.

[22] R. P. Setyono and R. Sarno, "Comparative Method of Moora and Copras Based on Weighting of the Best Worst Method in Supplier Selection at ABC Mining Companies in Indonesia," in 2019 International Conference on Information and Communications Technology (ICOIACT), 2019.

[23] P. K. Patnaik, P. T. R. Swain, S. K. Mishra, A. Purohit and S. Biswas, "Composite material selection for structural applications based on AHP-MOORA approach," Materials Today: Proceedings, vol. 33, pp. 5659-5663, 2020.

[24] H. Taherdoost and A. Brard, "Analyzing the Process of Supplier Selection Criteria and Methods," Procedia Manufacturing, vol. 32, pp. 1024-1034, 2019.

[25] F. Dweiri, S. Kumar, S. A. Khan and V. Jain, "Designing an integrated AHP based decision support system for supplier selection in automotive industry," Expert Systems with Applications, vol. 62, pp. 273-283, 2016.

[26] A. H. Niknamfar and S. T. A. Niaki, "A binary-continuous invasive weed optimization algorithm for a vendor selection problem," Knowledge-Based Systems, vol. 140, pp. 158-172, 2018.

[27] A. H. Niknamfar and S. T. A. Niaki, "Soft time-windows for a bi-objective vendor selection problem under a multi-sourcing strategy: Binary-continuous differential evolution," Computers & Operations Research, vol. 76, pp. 43-59, 2016.

[28] A. P. Sahida, B. Surarso and R. Gernowo, "The combination of the MOORA method and the Copeland Score method as a Group Decision Support System (GDSS) Vendor Selection," in 2019 International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), 2019.

[29] Y. A. Solangi, Q. Tan, N. H. Mirjat and S. Ali, "Evaluating the strategies for sustainable energy planning in Pakistan: An integrated SWOT-AHP and Fuzzy-TOPSIS approach," Journal of Cleaner Production, vol. 236, 2019.

[30] M. Rajak and K. Shaw, "Evaluation and selection of mobile health (mHealth) applications using AHP and fuzzy TOPSIS," Technology in Society, vol. 59, 2019.

[31] T. Saaty, The Analytic Hierarchy Process, New York: McGraw Hill, 1980.

[32] S. Komsiyah, R. Wongso and S. W. Pratiwi, "Applications of the Fuzzy ELECTRE Method for Decision Support Systems of Cement Vendor Selection," Procedia Computer Science, vol. 157, pp. 479-488, 2019.

[33] T. L. Saaty and L. G. Vargas, "The Seven Pillars of the Analytic Hierarchy Process," in International Series in Operations Research & Management Science, Boston, MA, 2012.

[34] W. K. M. Brauers and E. K. Zavadskas, "The MOORA method and its application to privatization in a transition economy," Control and Cybernetics, vol. 35, no. 2, pp. 445-469, 2006.

Downloads

Published

2021-06-13

How to Cite

[1]
I. Al Khoiry, R. Gernowo, and B. Surarso, “Fuzzy-AHP MOORA approach for vendor selection applications”, Register: Jurnal Ilmiah Teknologi Sistem Informasi, vol. 8, no. 1, pp. 24–37, Jun. 2021.

Issue

Section

Article