IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v11y2023i17p3773-d1231675.html
   My bibliography  Save this article

A Hybrid MCDM Approach Based on Fuzzy MEREC-G and Fuzzy RATMI

Author

Listed:
  • Anas A. Makki

    (Department of Industrial Engineering, Faculty of Engineering—Rabigh, King Abdulaziz University, Jeddah 21589, Saudi Arabia)

  • Reda M. S. Abdulaal

    (Department of Industrial Engineering, College of Applied Sciences, AlMaarefa University, Ad Diriyah 13713, Saudi Arabia)

Abstract

Multi-criteria decision-making (MCDM) assists in making judgments on complex problems by evaluating several alternatives based on conflicting criteria. Several MCDM methods have been introduced. However, real-world problems often involve uncertain and ambiguous decision-maker inputs. Therefore, fuzzy MCDM methods have emerged to handle this problem using fuzzy logic. Most recently, the method based on the removal effects of criteria using the geometric mean (MEREC-G) and ranking the alternatives based on the trace to median index (RATMI) were introduced. However, to date, there is no fuzzy extension of the two novel methods. This study introduces a new hybrid fuzzy MCDM approach combining fuzzy MEREC-G and fuzzy RATMI. The fuzzy MEREC-G can accept linguistic input terms from multiple decision-makers and generates consistent fuzzy weights. The fuzzy RATMI can rank alternatives according to their fuzzy performance scores on each criterion. The study provides the algorithms of both fuzzy MEREC-G and fuzzy RATMI and demonstrates their application in adopted real-world problems. Correlation and scenario analyses were performed to check the new approach’s validity and sensitivity. The new approach demonstrates high accuracy and consistency and is sufficiently sensitive to changes in the criteria weights, yet not too sensitive to produce inconsistent rankings.

Suggested Citation

  • Anas A. Makki & Reda M. S. Abdulaal, 2023. "A Hybrid MCDM Approach Based on Fuzzy MEREC-G and Fuzzy RATMI," Mathematics, MDPI, vol. 11(17), pages 1-19, September.
    • Handle: RePEc:gam:jmathe:v:11:y:2023:i:17:p:3773-:d:1231675
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/11/17/3773/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2227-7390/11/17/3773/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Mei, Mei & Chen, Zhihua, 2021. "Evaluation and selection of sustainable hydrogen production technology with hybrid uncertain sustainability indicators based on rough-fuzzy BWM-DEA," Renewable Energy, Elsevier, vol. 165(P1), pages 716-730.
    2. Reda M. S. Abdulaal & Omer A. Bafail & Ghous Ali, 2022. "Two New Approaches (RAMS-RATMI) in Multi-Criteria Decision-Making Tactics," Journal of Mathematics, Hindawi, vol. 2022, pages 1-20, September.
    3. Mohamad Shahiir Saidin & Lai Soon Lee & Siti Mahani Marjugi & Muhammad Zaini Ahmad & Hsin-Vonn Seow, 2023. "Fuzzy Method Based on the Removal Effects of Criteria (MEREC) for Determining Objective Weights in Multi-Criteria Decision-Making Problems," Mathematics, MDPI, vol. 11(6), pages 1-20, March.
    4. Ghazi M. Magableh, 2023. "Evaluating Wheat Suppliers Using Fuzzy MCDM Technique," Sustainability, MDPI, vol. 15(13), pages 1-23, July.
    5. Reza Kiani Mavi, 2015. "Green supplier selection: a fuzzy AHP and fuzzy ARAS approach," International Journal of Services and Operations Management, Inderscience Enterprises Ltd, vol. 22(2), pages 165-188.
    6. Alaa Alden Al Mohamed & Sobhi Al Mohamed & Moustafa Zino, 2023. "Application of fuzzy multicriteria decision-making model in selecting pandemic hospital site," Future Business Journal, Springer, vol. 9(1), pages 1-22, December.
    7. Jiawu Gan & Shuqi Zhong & Sen Liu & Dan Yang, 2019. "Resilient Supplier Selection Based on Fuzzy BWM and GMo-RTOPSIS under Supply Chain Environment," Discrete Dynamics in Nature and Society, Hindawi, vol. 2019, pages 1-14, April.
    8. Chia-Nan Wang & Chao-Fen Pan & Hoang-Phu Nguyen & Pei-Chun Fang, 2023. "Integrating Fuzzy AHP and TOPSIS Methods to Evaluate Operation Efficiency of Daycare Centers," Mathematics, MDPI, vol. 11(8), pages 1-16, April.
    9. Miomir Stanković & Željko Stević & Dillip Kumar Das & Marko Subotić & Dragan Pamučar, 2020. "A New Fuzzy MARCOS Method for Road Traffic Risk Analysis," Mathematics, MDPI, vol. 8(3), pages 1-18, March.
    10. Ibrahim M. Hezam & Naga Rama Devi Vedala & Bathina Rajesh Kumar & Arunodaya Raj Mishra & Fausto Cavallaro, 2023. "Assessment of Biofuel Industry Sustainability Factors Based on the Intuitionistic Fuzzy Symmetry Point of Criterion and Rank-Sum-Based MAIRCA Method," Sustainability, MDPI, vol. 15(8), pages 1-24, April.
    11. Deveci, Muhammet & Gokasar, Ilgin & Pamucar, Dragan & Zaidan, Aws Alaa & Wen, Xin & Gupta, Brij B., 2023. "Evaluation of Cooperative Intelligent Transportation System scenarios for resilience in transportation using type-2 neutrosophic fuzzy VIKOR," Transportation Research Part A: Policy and Practice, Elsevier, vol. 172(C).
    12. Josefa García Mestanza & Rim Bakhat, 2021. "A Fuzzy AHP-MAIRCA Model for Overtourism Assessment: The Case of Malaga Province," Sustainability, MDPI, vol. 13(11), pages 1-32, June.
    13. Giulia Giacomello Pompilio & Tiago F. A. C. Sigahi & Izabela Simon Rampasso & Gustavo Hermínio Salati Marcondes de Moraes & Lucas Veiga Ávila & Walter Leal Filho & Rosley Anholon, 2023. "Innovation in Brazilian Industries: Analysis of Management Practices Using Fuzzy TOPSIS," Mathematics, MDPI, vol. 11(6), pages 1-19, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yazdani, Morteza & Torkayesh, Ali Ebadi & Chatterjee, Prasenjit & Fallahpour, Alireza & Montero-Simo, Maria Jose & Araque-Padilla, Rafael A. & Wong, Kuan Yew, 2022. "A fuzzy group decision-making model to measure resiliency in a food supply chain: A case study in Spain," Socio-Economic Planning Sciences, Elsevier, vol. 82(PB).
    2. Dragan Pamucar & Ali Ebadi Torkayesh & Sanjib Biswas, 2023. "Supplier selection in healthcare supply chain management during the COVID-19 pandemic: a novel fuzzy rough decision-making approach," Annals of Operations Research, Springer, vol. 328(1), pages 977-1019, September.
    3. Chia-Nan Wang & Yu-Chi Chung & Fajar Dwi Wibowo & Thanh-Tuan Dang & Ngoc-Ai-Thy Nguyen, 2023. "Sustainable Last-Mile Delivery Solution Evaluation in the Context of a Developing Country: A Novel OPA–Fuzzy MARCOS Approach," Sustainability, MDPI, vol. 15(17), pages 1-25, August.
    4. Sarfaraz Hashemkhani Zolfani & Ramin Bazrafshan & Fatih Ecer & Çağlar Karamaşa, 2022. "The Suitability-Feasibility-Acceptability Strategy Integrated with Bayesian BWM-MARCOS Methods to Determine the Optimal Lithium Battery Plant Located in South America," Mathematics, MDPI, vol. 10(14), pages 1-18, July.
    5. Alaa Alden Al Mohamed & Sobhi Al Mohamed, 2023. "Application of fuzzy group decision-making selecting green supplier: a case study of the manufacture of natural laurel soap," Future Business Journal, Springer, vol. 9(1), pages 1-20, December.
    6. Reda M. S. Abdulaal & Anas A. Makki & Isam Y. Al-Filali, 2023. "A Novel Hybrid Approach for Prioritizing Investment Initiatives to Achieve Financial Sustainability in Higher Education Institutions Using MEREC-G and RATMI," Sustainability, MDPI, vol. 15(16), pages 1-18, August.
    7. Chia-Nan Wang & Ngoc-Ai-Thy Nguyen & Thanh-Tuan Dang, 2023. "Sustainable Evaluation of Major Third-Party Logistics Providers: A Framework of an MCDM-Based Entropy Objective Weighting Method," Mathematics, MDPI, vol. 11(19), pages 1-27, October.
    8. Alexei Pérez-Velázquez & Leandro Leysdian Oro-Carralero & Jorge Laureano Moya-Rodríguez, 2020. "Supplier Selection for Photovoltaic Module Installation Utilizing Fuzzy Inference and the VIKOR Method: A Green Approach," Sustainability, MDPI, vol. 12(6), pages 1-19, March.
    9. Abul Kalam Azad & Abhijaysinh Chandrasinh Jadeja & Arun Teja Doppalapudi & Nur Md Sayeed Hassan & Md Nurun Nabi & Roshan Rauniyar, 2024. "Design and Simulation of the Biodiesel Process Plant for Sustainable Fuel Production," Sustainability, MDPI, vol. 16(8), pages 1-17, April.
    10. Snežana Tadić & Mladen Krstić & Milovan Kovač, 2023. "Assessment of city logistics initiative categories sustainability: case of Belgrade," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(2), pages 1383-1419, February.
    11. Fatih Ecer & Tolga Murat & Hasan Dinçer & Serhat Yüksel, 2024. "A fuzzy BWM and MARCOS integrated framework with Heronian function for evaluating cryptocurrency exchanges: a case study of Türkiye," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 10(1), pages 1-29, December.
    12. Željko Stević & Dillip Kumar Das & Rade Tešić & Marijo Vidas & Dragan Vojinović, 2022. "Objective Criticism and Negative Conclusions on Using the Fuzzy SWARA Method in Multi-Criteria Decision Making," Mathematics, MDPI, vol. 10(4), pages 1-19, February.
    13. Büyüközkan, Gülçin & Havle, Celal Alpay & Feyzioğlu, Orhan, 2021. "An integrated SWOT based fuzzy AHP and fuzzy MARCOS methodology for digital transformation strategy analysis in airline industry," Journal of Air Transport Management, Elsevier, vol. 97(C).
    14. Haseli, Gholamreza & Yaran Ögel, İlkin & Ecer, Fatih & Hajiaghaei-Keshteli, Mostafa, 2023. "Luxury in female technology (FemTech): Selection of smart jewelry for women through BCM-MARCOS group decision-making framework with fuzzy ZE-numbers," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    15. Alhassan, Hadisu & Peleato, Nicolás & Sadiq, Rehan, 2023. "Mercury risk reduction in artisanal and small-scale gold mining: A fuzzy AHP-Fuzzy TOPSIS hybrid analysis," Resources Policy, Elsevier, vol. 83(C).
    16. Chia-Nan Wang & Yu-Chi Chung & Fajar Dwi Wibowo & Thanh-Tuan Dang & Ngoc-Ai-Thy Nguyen, 2023. "Site Selection of Solar Power Plants Using Hybrid MCDM Models: A Case Study in Indonesia," Energies, MDPI, vol. 16(10), pages 1-24, May.
    17. Sourour Aouadni & Jalel Euchi, 2022. "Using Integrated MMD-TOPSIS to Solve the Supplier Selection and Fair Order Allocation Problem: A Tunisian Case Study," Logistics, MDPI, vol. 6(1), pages 1-18, January.
    18. Vladimir Simic & Ali Ebadi Torkayesh & Abtin Ijadi Maghsoodi, 2023. "Locating a disinfection facility for hazardous healthcare waste in the COVID-19 era: a novel approach based on Fermatean fuzzy ITARA-MARCOS and random forest recursive feature elimination algorithm," Annals of Operations Research, Springer, vol. 328(1), pages 1105-1150, September.
    19. Abdullah M. Barasin & Ammar Y. Alqahtani & Anas A. Makki, 2024. "Performance Evaluation of Retail Warehouses: A Combined MCDM Approach Using G-BWM and RATMI," Logistics, MDPI, vol. 8(1), pages 1-23, January.
    20. Alina Elena Ionașcu & Shankha Shubhra Goswami & Alexandra Dănilă & Maria-Gabriela Horga & Corina Aurora Barbu & Adrian Şerban-Comǎnescu, 2024. "Analyzing Primary Sector Selection for Economic Activity in Romania: An Interval-Valued Fuzzy Multi-Criteria Approach," Mathematics, MDPI, vol. 12(8), pages 1-38, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jmathe:v:11:y:2023:i:17:p:3773-:d:1231675. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.