PSI-SAW and PSI-MARCOS Hybrid MCDM Methods
Received: 1 June 2024 | Revised: 22 June 2024 | Accepted: 30 June 2024 | Online: 4 July 2024
Corresponding author: Tran Van Dua
Abstract
This paper presents a study on the hybridization of Multi-Criteria Decision-Making (MCDM) methods: Preference Selection Index (PSI), Simple Additive Weighting (SAW), and Measurement Alternatives and Ranking according to COmpromise Solution (MARCOS). The hybridization was conducted between the PSI and the other two methods, resulting in new methods, namely PSI-SAW and PSI-MARCOS. For each specific problem, applying these two hybrid methods to rank alternatives among the available options produces three different sets of rankings: one created by PSI, one by the hybrid PSI-SAW, and one by the hybrid PSI-MARCOS. The accuracy of the proposed models was tested in three different cases. The test results show that both proposed models exhibit high accuracy. This study provides users with highly accurate and useful methods for MCDM.
Keywords:
MCDM, hybrid model, PSI-SAW, PSI-MARCOSDownloads
References
D. T. Do, V. D. Tran, V. D. Duong, and N. T. Nguyen, "Investigation of the Appropriate Data Normalization Method for Combination with Preference Selection Index Method in MCDM," Operational Research in Engineering Sciences: Theory and Applications, vol. 6, no. 1, 2023.
D. D. Trung, "Comparison R and CURLI methods for multi-criteria decision making," Advanced Engineering Letters, vol. 1, no. 2, pp. 46–56, 2022.
M. Yazdani, P. Zarate, E. K. Zavadskas, and Z. Turskis, "A combined compromise solution (CoCoSo) method for multi-criteria decision-making problems," Management Decision, vol. 57, no. 9, pp. 2501–2519, Jan. 2018.
S. Bošković, S. Jovčić, V. Simic, L. Švadlenka, M. Dobrodolac, and N. Bacanin, "A new criteria importance assessment (Cimas) method in multi-criteria group decision-making: Criteria evaluation for supplier selection," Facta Universitatis, Series: Mechanical Engineering, Dec. 2023.
D. D. Trung, D. V. Duc, N. C. Bao, and D. T. T. Thuy, "Using the Root Assessment Method to Choose the Optimal Solution for Mushroom Cultivation," Yugoslav Journal of Operations Research, May 2024. Zakeri, P. Chatterjee, D. Konstantas, and F. Ecer, "A decision analysis model for material selection using simple ranking process," Scientific Reports, vol. 13, no. 1, May 2023, Art. no. 8631.
T. V. Dua, D. V. Duc, N. C. Bao, and D. D. Trung, "Integration of objective weighting methods for criteria and MCDM methods: application in material selection," EUREKA: Physics and Engineering, no. 2, pp. 131–148, Mar. 2024.
Z. Gligorić, M. Gligorić, I. Miljanović, S. Lutovac, and A. Milutinović, "Assessing Criteria Weights by the Symmetry Point of Criterion (Novel SPC Method)–Application in the Efficiency Evaluation of the Mineral Deposit Multi-Criteria Partitioning Algorithm," Computer Modeling in Engineering & Sciences, vol. 136, no. 1, pp. 955–979, 2023.
M. Keshavarz-Ghorabaee, M. Amiri, E. K. Zavadskas, Z. Turskis, and J. Antucheviciene, "Simultaneous Evaluation of Criteria and Alternatives (SECA) for Multi-Criteria Decision-Making," Informatica, vol. 29, no. 2, pp. 265–280, Jan. 2018.
S. Gajević, A. Marković, S. Milojević, A. Ašonja, L. Ivanović, and B. Stojanović, "Multi-Objective Optimization of Tribological Characteristics for Aluminum Composite Using Taguchi Grey and TOPSIS Approaches," Lubricants, vol. 12, no. 5, May 2024, Art. no. 171.
M. Şahin, "A comprehensive analysis of weighting and multicriteria methods in the context of sustainable energy," International Journal of Environmental Science and Technology, vol. 18, no. 6, pp. 1591–1616, Jun. 2021.
N. T. P. Giang and V. Q. Oai, "Application of Preference Selection Index (PSI) method for selecting a 3D printer," Journal of Science and Technology - HaUI, pp. 47–50, Nov. 2022.
N. Arifin and P. H. Saputro, "Selection Index (PSI) Method in Developing a Student Scholarship Decision Support System," International Journal of Computer and Information System (IJCIS), vol. 3, no. 1, pp. 12–16, Jan. 2022.
D. D. Trung, N. X. Truong, and H. X. Thinh, "Combined PIPRECIA method and modified FUCA method for selection of lathe," Journal of Applied Engineering Science, vol. 20, no. 4, pp. 1355–1365, Oct. 2022.
D. Petković, M. Madić, M. Radovanović, and V. Gečevska, "Application of the performance selection index method for solving machining MCDM problems," Facta Universitatis, Series: Mechanical Engineering, vol. 15, no. 1, pp. 97–106, Apr. 2017.
A. Ulutaş, G. Popovic, P. Radanov, D. Stanujkic, and D. Karabasevic, "A new hybrid fuzzy PSI-PIPRECIA-CoCoSo MCDM based approach to solving the transportation company selection problem," Technological and Economic Development of Economy, vol. 27, no. 5, pp. 1227–1249, Aug. 2021.
T. V. Dua, "Combination of design of experiments and simple additive weighting methods: a new method for rapid multi-criteria decision making," EUREKA: Physics and Engineering, no. 1, pp. 120–133, Jan. 2023.
Ž. Stević, D. Pamučar, A. Puška, and P. Chatterjee, "Sustainable supplier selection in healthcare industries using a new MCDM method: Measurement of alternatives and ranking according to COmpromise solution (MARCOS)," Computers & Industrial Engineering, vol. 140, Art. no. 106231, Feb. 2020.
D. D. Trung, "Multi-criteria decision making under the MARCOS method and the weighting methods: applied to milling, grinding and turning processes," Manufacturing Review, vol. 9, 2022, Art. no. 3.
D. D. Trung, "Development of data normalization methods for multi-criteria decision making: applying for MARCOS method," Manufacturing Review, vol. 9, 2022, Art. no. 3.
A. E. Youssef and K. Saleem, "A Hybrid MCDM Approach for Evaluating Web-Based E-Learning Platforms," IEEE Access, vol. 11, pp. 72436–72447, 2023.
R. Wang, "A hybrid MADM method considering expert consensus for emergency recovery plan selection: Dynamic grey relation analysis and partial ordinal priority approach," Information Sciences, vol. 677, Aug. 2024, Art. no. 120784.
E. K. Zavadskas, K. Govindan, J. Antucheviciene, and Z. Turskis, "Hybrid multiple criteria decision-making methods: a review of applications for sustainability issues," Economic Research-Ekonomska Istraživanja, vol. 29, no. 1, pp. 857–887, Jan. 2016.
H. T. Dung, D. T. Do, and V. T. Nguyen, "Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method," Strojnícky časopis - Journal of Mechanical Engineering, vol. 72, no. 2, pp. 57–72, Nov. 2022.
S. Zha, Y. Guo, S. Huang, and S. Wang, "A Hybrid MCDM Method Using Combination Weight for the Selection of Facility Layout in the Manufacturing System: A Case Study," Mathematical Problems in Engineering, vol. 2020, no. 1, 2020, Art. no. 1320173.
R. Chaurasiya and D. Jain, "Hybrid MCDM method on pythagorean fuzzy set and its application," Decision Making: Applications in Management and Engineering, vol. 6, no. 1, pp. 379–398, Apr. 2023.
K. L. Chang, "The Use of a Hybrid MCDM Model for Public Relations Personnel Selection," Informatica, vol. 26, no. 3, pp. 389–406, Jan. 2015.
S. Goyal, S. Agarwal, N. S. S. Singh, T. Mathur, and N. Mathur, "Analysis of Hybrid MCDM Methods for the Performance Assessment and Ranking Public Transport Sector: A Case Study," Sustainability, vol. 14, no. 22, Jan. 2022, Art. no. 15110.
N. T. Nguyen and D. Trung, "Combination of Taguchi method, MOORA and COPRAS techniques in multi-objective optimization of surface grinding process," Journal of Applied Engineering Science, vol. 19, no. 2, pp. 390–398, 2021.
K. Maniya and M. G. Bhatt, "A selection of material using a novel type decision-making method: Preference selection index method," Materials & Design, vol. 31, no. 4, pp. 1785–1789, Apr. 2010.
D. D. Trung, "A combination method for multi-criteria decision making problem in turning process," Manufacturing Review, vol. 8, 2021, Art. no. 26.
S. Zakeri, P. Chatterjee, D. Konstantas, and F. Ecer, "A comparative analysis of simple ranking process and faire un Choix Adéquat method," Decision Analytics Journal, vol. 10, Mar. 2024, Art. no. 100380.
H. S. Nguyen et al., "Selection of Crankshaft Manufacturing Material by the PIV Method," Engineering, Technology & Applied Science Research, vol. 14, no. 4, pp. 14848–14853, Aug. 2024.
"Optimization of Materials and Process Planning for Machining the Gearbox Housing," B.S. Thesis, Hanoi University of Industry, Vietnam, 2024.
D. V. Tran, "Application of the Collaborative Unbiased Rank List Integration Method to Select the Materials," Applied Engineering Letters : Journal of Engineering and Applied Sciences, vol. 7, no. 4, pp. 133–142, 2022.
Downloads
How to Cite
License
Copyright (c) 2024 Tran Van Dua
This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain the copyright and grant the journal the right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) after its publication in ETASR with an acknowledgement of its initial publication in this journal.