A Hybrid Model for Green Supplier Selection and Order Allocation: DEMATEL, ANP, and Multi-criteria Goal Programming Approach

  Author(s)
Dana Marsetiya Utama    (Universitas Muhammadiyah Malang - Indonesia)
Anindya Apritha Putri (Universitas Muhammadiyah Malang - Indonesia)
Ikhlasul Amallynda (Universitas Muhammadiyah Malang - Indonesia)

 ) Corresponding Author
Copyright (c) 2021 Dana Marsetiya Utama, Anindya Apritha, Ikhlasul Amallynda
  Abstract
Increased competition in the industrial world forces companies to increase their competitiveness through Green Supply Chain Management (GSCM). The key to the success of GSCM is the selection of suppliers and the allocation of the proper order by taking into account environmental aspects. This decision involves several criteria and must also pay attention to the relationship between criteria. This study proposes a hybrid procedure to solve Green Supplier Selection and Order Allocation (GSSOA). The integration of Decision Making Trial and Evaluation Laboratory (DEMATEL), Analytic Network Process (ANP), and Multi-Criteria Goal Programming (MCGP) are proposed to solve this problem. The DEMATEL is used to calculate the relationship between criteria. Furthermore, the ANP is proposed to determine the weight of the criteria and supplier ranking. Finally, the MCGP method is offered for allocating orders based on priority suppliers. A case study on the food industry in Malang, Indonesia, was conducted to apply this procedure. The results showed that the low defects rate criterion is the most important compared to other criteria. The best supplier was successfully selected, and the order allocation was completed. Order allocation priority is to suppliers D, C, A, and B. This study also presents a sensitivity analysis for order allocation.
  Keywords
green supplier selection; green order allocation; DEMATEL; ANP; MCGP
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  References

[1] M. Ibrahim, M. Putri, and D. M. Utama, "A literature review on reducing carbon emission from supply chain system: drivers, barriers, performance indicators, and practices," in IOP Conference Series: Materials Science and Engineering, 2020, p. 012034. 10.1088/1757-899X/722/1/012034.

[2] D. M. Utama, T. Baroto, M. F. Ibrahim, and D. S. Widodo, "Evaluation of Supplier Performance in Plastic Manufacturing Industry: A Case Study," Journal of Physics: Conference Series, vol. 1845, p. 012016, 2021/03/01 2021. 10.1088/1742-6596/1845/1/012016.

[3] A. K. Bera, D. K. Jana, D. Banerjee, and T. Nandy, "Multiple-criteria fuzzy group decision-making with multi-choice goal programming for supplier selection: A case study," Discrete Mathematics, Algorithms and Applications, vol. 11, p. 1950029, 2019. 10.1142/S1793830919500290.

[4] Y. Mohammadshahi, "A state-of-art survey on TQM applications using MCDM techniques," Decision Science Letters, vol. 2, pp. 125-134, 2013. 10.5267/j.dsl.2013.03.004.

[5] T. Baroto and D. M. Utama, "Integrasi AHP dan SAW untuk Penyelesaian Green Supplier Selection," in Prosiding SENTRA (Seminar Teknologi dan Rekayasa), 2021, pp. 38-44.

[6] D. M. Utama, "Penyelesaian Green Supplier Selection Menggunakan Integrasi AHP dan VIKOR," Prosiding SENTRA (Seminar Teknologi dan Rekayasa), pp. 31-37, 2021.

[7] F. Faez, S. Ghodsypour, and C. O’Brien, "Vendor selection and order allocation using an integrated fuzzy case-based reasoning and mathematical programming model," International Journal of production economics, vol. 121, pp. 395-408, 2009. 10.1016/j.ijpe.2006.11.022.

[8] J. M. Bloemhof-Ruwaard, P. Van Beek, L. Hordijk, and L. N. Van Wassenhove, "Interactions between operational research and environmental management," European journal of operational research, vol. 85, pp. 229-243, 1995. 10.1016/0377-2217(94)00294-M.

[9] D. M. Utama, "AHP and TOPSIS Integration for Green Supplier Selection: A Case Study in Indonesia," Journal of Physics: Conference Series, vol. 1845, p. 012015, 2021/03/01 2021. 10.1088/1742-6596/1845/1/012015.

[10] D. M. Utama, M. S. Asrofi, and I. Amallynda, "Integration of AHP-MOORA Algorithm in Green Supplier Selection in the Indonesian Textile Industry," Journal of Physics: Conference Series, vol. 1933, p. 012058, 2021/06/01 2021. 10.1088/1742-6596/1933/1/012058.

[11] Y.-S. Chen and C.-H. Chang, "The determinants of green product development performance: Green dynamic capabilities, green transformational leadership, and green creativity," Journal of business ethics, vol. 116, pp. 107-119, 2013. 10.1007/s10551-012-1452-x.

[12] S. Sarkar, V. Lakha, I. Ansari, and J. Maiti, "Supplier selection in uncertain environment: a fuzzy MCDM approach," in Proceedings of the First International Conference on Intelligent Computing and Communication, 2017, pp. 257-266. 10.1007/978-981-10-2035-3_27.

[13] L. Y. Lu, C. Wu, and T.-C. Kuo, "Environmental principles applicable to green supplier evaluation by using multi-objective decision analysis," International journal of production research, vol. 45, pp. 4317-4331, 2007. 10.1080/00207540701472694.

[14] H.-W. Lo, J. J. Liou, H.-S. Wang, and Y.-S. Tsai, "An integrated model for solving problems in green supplier selection and order allocation," Journal of cleaner production, vol. 190, pp. 339-352, 2018. 10.1016/j.jclepro.2018.04.105.

[15] K. Shaw, R. Shankar, S. S. Yadav, and L. S. Thakur, "Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain," Expert systems with applications, vol. 39, pp. 8182-8192, 2012. 10.1016/j.eswa.2012.01.149.

[16] K. Govindan and R. Sivakumar, "Green supplier selection and order allocation in a low-carbon paper industry: integrated multi-criteria heterogeneous decision-making and multi-objective linear programming approaches," Annals of Operations Research, vol. 238, pp. 243-276, 2016. 10.1007/s10479-015-2004-4.

[17] D. Kannan, R. Khodaverdi, L. Olfat, A. Jafarian, and A. Diabat, "Integrated fuzzy multi criteria decision making method and multi-objective programming approach for supplier selection and order allocation in a green supply chain," Journal of Cleaner production, vol. 47, pp. 355-367, 2013. 10.1016/j.jclepro.2013.02.010.

[18] E. A. Bakeshlou, A. A. Khamseh, M. A. G. Asl, J. Sadeghi, and M. Abbaszadeh, "Evaluating a green supplier selection problem using a hybrid MODM algorithm," Journal of Intelligent Manufacturing, vol. 28, pp. 913-927, 2017. 10.1007/s10845-014-1028-y.

[19] N. Banaeian, H. Mobli, I. E. Nielsen, and M. Omid, "Criteria definition and approaches in green supplier selection–a case study for raw material and packaging of food industry," Production & Manufacturing Research, vol. 3, pp. 149-168, 2015. 10.1080/21693277.2015.1016632.

[20] E. B. Tirkolaee, A. Mardani, Z. Dashtian, M. Soltani, and G.-W. Weber, "A novel hybrid method using fuzzy decision making and multi-objective programming for sustainable-reliable supplier selection in two-echelon supply chain design," Journal of Cleaner Production, vol. 250, p. 119517, 2020. 10.1016/j.jclepro.2019.119517.

[21] A. Mohammed, I. Harris, A. Soroka, M. Naim, T. Ramjaun, and M. Yazdani, "Gresilient supplier assessment and order allocation planning," Annals of Operations Research, vol. 296, pp. 335-362, 2021. 10.1007/s10479-020-03611-x.

[22] S. Hamdan and A. Cheaitou, "Supplier selection and order allocation with green criteria: An MCDM and multi-objective optimization approach," Computers & Operations Research, vol. 81, pp. 282-304, 2017. 10.1016/j.cor.2016.11.005.

[23] H. Moheb-Alizadeh and R. Handfield, "Sustainable supplier selection and order allocation: A novel multi-objective programming model with a hybrid solution approach," Computers & Industrial Engineering, vol. 129, pp. 192-209, 2019/03/01/ 2019. 10.1016/j.cie.2019.01.011.

[24] A. Mohammed, I. Harris, and K. Govindan, "A hybrid MCDM-FMOO approach for sustainable supplier selection and order allocation," International Journal of Production Economics, vol. 217, pp. 171-184, 2019/11/01/ 2019. 10.1016/j.ijpe.2019.02.003.

[25] R. Jia, Y. Liu, and X. Bai, "Sustainable supplier selection and order allocation: Distributionally robust goal programming model and tractable approximation," Computers & Industrial Engineering, p. 106267, 2020. 10.1016/j.cie.2020.106267.

[26] D. M. Utama, D. S. Widodo, M. F. Ibrahim, and S. K. Dewi, "A New Hybrid Butterfly Optimization Algorithm for Green Vehicle Routing Problem," Journal of Advanced Transportation, vol. 2020, p. 8834502, 2020/12/22 2020. 10.1155/2020/8834502.

[27] S. K. Dewi and D. M. Utama, "A New Hybrid Whale Optimization Algorithm for Green Vehicle Routing Problem," Systems Science & Control Engineering, vol. 9, pp. 61-72, 2021/01/01 2021. 10.1080/21642583.2020.1863276.

[28] D. M. Utama, D. S. Widodo, M. F. Ibrahim, K. Hidayat, and S. K. Dewi, "The Sustainable Economic Order Quantity Model: A Model Consider Transportation, Warehouse, Emission Carbon Costs, and Capacity Limits," Journal of Physics: Conference Series, vol. 1569, p. 022095, 2020/07 2020. 10.1088/1742-6596/1569/2/022095.

[29] A. Charnes and W. W. Cooper, "Goal programming and multiple objective optimizations: Part 1," European Journal of Operational Research, vol. 1, pp. 39-54, 1977/01/01/ 1977. 10.1016/S0377-2217(77)81007-2.

[30] T. L. Saaty and L. G. Vargas, Decision making with the analytic network process vol. 282: Springer, 2006.

[31] M. S. Ranjbar, M. A. Shirazi, and M. L. Blooki, "Interaction among intra-organizational factors effective in successful strategy execution: An analytical view," Journal of Strategy and Management, vol. 7, pp. 124-154, 2014. 10.1108/JSMA-05-2013-0032.

[32] T. L. Saaty, "Decision making—the analytic hierarchy and network processes (AHP/ANP)," Journal of systems science and systems engineering, vol. 13, pp. 1-35, 2004. 10.1007/s11518-006-0151-5.

[33] Y.-P. O. Yang, H.-M. Shieh, J.-D. Leu, and G.-H. Tzeng, "A novel hybrid MCDM model combined with DEMATEL and ANP with applications," International journal of operations research, vol. 5, pp. 160-168, 2008.

[34] D. M. Utama, T. A. Fitria, and A. K. Garside, "Artificial Bee Colony Algorithm for Solving Green Vehicle Routing Problems with Time Windows," Journal of Physics: Conference Series, vol. 1933, p. 012043, 2021/06/01 2021. 10.1088/1742-6596/1933/1/012043.

[35] B. D. Rouyendegh and T. E. Saputro, "Supplier Selection Using Integrated Fuzzy TOPSIS and MCGP: A Case Study," Procedia - Social and Behavioral Sciences, vol. 116, pp. 3957-3970, 2014/02/21/ 2014. 10.1016/j.sbspro.2014.01.874.

[36] K. Shaw, R. Shankar, S. S. Yadav, and L. S. Thakur, "Global supplier selection considering sustainability and carbon footprint issue: AHP multi-objective fuzzy linear programming approach," International Journal of Operational Research, vol. 17, pp. 215-247, 2013. 10.1504/IJOR.2013.053624.

[37] L. Merry, M. Ginting, and B. Marpaung, "Pemilihan supplier buah dengan pendekatan metode Analytical Hierarchy Process (AHP) dan TOPSIS: Studi kasus pada perusahaan retail," Jurnal Teknik Dan Ilmu Komputer, vol. 3, pp. 48-58, 2014.

[38] S. Hamdan and A. Cheaitou, "Green supplier selection and order allocation using an integrated fuzzy TOPSIS, AHP and IP approach," in 2015 International Conference on Industrial Engineering and Operations Management (IEOM), 2015, pp. 1-10. 10.1109/IEOM.2015.7093826.

[39] 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. 10.1016/j.ins.2015.12.032.

[40] B. D. Rouyendegh and T. E. Saputro, "Supplier selection using integrated fuzzy TOPSIS and MCGP: a case study," Procedia-Social and Behavioral Sciences, vol. 116, pp. 3957-3970, 2014. 10.1016/j.sbspro.2014.01.874.

[41] S.-Y. You, L.-J. Zhang, X.-G. Xu, and H.-C. Liu, "A new integrated multi-criteria decision making and multi-objective programming model for sustainable supplier selection and order allocation," Symmetry, vol. 12, p. 302, 2020. 10.3390/sym12020302.

[42] S. Kumar, Q. S. Hong, and L. N. Haggerty, "A global supplier selection process for food packaging," Journal of Manufacturing Technology Management, vol. 22, pp. 241-260., 2011. /10.1108/17410381111102243.

[43] D. M. Utama, B. Maharani, and I. Amallynda, "Integration Dematel and ANP for The Supplier Selection in The Textile Industry: A Case Study," Jurnal Ilmiah Teknik Industri, vol. 20, pp. 119-130, 2021. 10.23917/jiti.v20i1.13806.

[44] Y. Li, A. Diabat, and C.-C. Lu, "Leagile supplier selection in Chinese textile industries: a DEMATEL approach," Annals of Operations Research, vol. 287, pp. 303-322, 2020. 10.1007/s10479-019-03453-2.

[45] J.-L. Shen, Y.-M. Liu, and Y.-L. Tzeng, "The cluster-weighted DEMATEL with ANP method for supplier selection in food industry," Journal of Advanced Computational Intelligence and Intelligent Informatics, vol. 16, pp. 567-575, 2012. 10.20965/jaciii.2012.p0567.

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