Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method

The ranking results of the alternatives are heavily influenced by the decision making method, data normalization method, and calculation method for criterion weights. In this study, five multi-criteria decision-making methods were compared: MABAC, COCOSO, MAIRCA, VIKOR, and ROV. All of these methods...

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Main Authors: Dung Hoang Tien, Do Duc Trung, Nguyen Van Thien
Format: Article
Language:English
Published: Sciendo 2022-11-01
Series:Journal of Mechanical Engineering
Subjects:
Online Access:https://doi.org/10.2478/scjme-2022-0016
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author Dung Hoang Tien
Do Duc Trung
Nguyen Van Thien
author_facet Dung Hoang Tien
Do Duc Trung
Nguyen Van Thien
author_sort Dung Hoang Tien
collection DOAJ
description The ranking results of the alternatives are heavily influenced by the decision making method, data normalization method, and calculation method for criterion weights. In this study, five multi-criteria decision-making methods were compared: MABAC, COCOSO, MAIRCA, VIKOR, and ROV. All of these methods use the same data normarmalization method. The weights for the criteria were determined using four methods: Equal, ROC, RS, and Entropy. In two different examples, the combination of multi-criteria decision-making methods with weighting methods for ranking alternatives is demonstrated. In each example, the number of options and the number of criteria are also different. The results in both examples show that regardless of the weighting method, multi-criteria decision-making methods always determine the same best solution. Furthermore, the direction of future research has been mentioned in the final section of this paper.
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spelling doaj.art-64cda990c27d4579b0a44810f595683d2022-12-22T04:16:42ZengSciendoJournal of Mechanical Engineering2450-54712022-11-01722577210.2478/scjme-2022-0016Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization MethodDung Hoang Tien0Do Duc Trung1Nguyen Van Thien2Faculty of Mechanical Engineering, Hanoi University of Industry, Hanoi-100000, VietnamFaculty of Mechanical Engineering, Hanoi University of Industry, Hanoi-100000, VietnamFaculty of Mechanical Engineering, Hanoi University of Industry, Hanoi-100000, VietnamThe ranking results of the alternatives are heavily influenced by the decision making method, data normalization method, and calculation method for criterion weights. In this study, five multi-criteria decision-making methods were compared: MABAC, COCOSO, MAIRCA, VIKOR, and ROV. All of these methods use the same data normarmalization method. The weights for the criteria were determined using four methods: Equal, ROC, RS, and Entropy. In two different examples, the combination of multi-criteria decision-making methods with weighting methods for ranking alternatives is demonstrated. In each example, the number of options and the number of criteria are also different. The results in both examples show that regardless of the weighting method, multi-criteria decision-making methods always determine the same best solution. Furthermore, the direction of future research has been mentioned in the final section of this paper.https://doi.org/10.2478/scjme-2022-0016mcdmmabaccocosomaircavikorrovdata normalization
spellingShingle Dung Hoang Tien
Do Duc Trung
Nguyen Van Thien
Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method
Journal of Mechanical Engineering
mcdm
mabac
cocoso
mairca
vikor
rov
data normalization
title Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method
title_full Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method
title_fullStr Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method
title_full_unstemmed Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method
title_short Comparison of Multi-Criteria Decision Making Methods Using The Same Data Standardization Method
title_sort comparison of multi criteria decision making methods using the same data standardization method
topic mcdm
mabac
cocoso
mairca
vikor
rov
data normalization
url https://doi.org/10.2478/scjme-2022-0016
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