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Evaluating machine tool alternatives through modified TOPSIS and alpha-cut based fuzzy ANP

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  • Ayağ, Zeki
  • Gürcan Özdemir, Rifat

Abstract

The problem of machine tool selection among available alternatives has been critical issue for most companies in fast-growing markets for a long time. In the presence of many alternatives and selection criteria, the problem becomes a multiple-criteria decision making (MCDM) machine tool selection problem. Therefore, most companies have utilized various methods to successfully carry out this difficult and time-consuming process. In this work, both of the most used MCDM methods, the modified TOPSIS and the Analytical Network Process (ANP) are introduced to present a performance analysis on machine tool selection problem. The ANP method is used to determine the relative weights of a set of the evaluation criteria, as the modified TOPSIS method is utilized to rank competing machine tool alternatives in terms of their overall performance. Furthermore, in this paper, we use a fuzzy extension of ANP, a more general form of AHP, which uses uncertain human preferences as input information in the decision-making process, because AHP cannot accommodate the variety of interactions, dependencies and feedback between higher and lower level elements. Instead of using the classical eigenvector prioritization method in AHP, only employed in the prioritization stage of ANP, a fuzzy logic method providing more accuracy on judgments is applied. The resulting fuzzy ANP enhances the potential of the conventional ANP for dealing with imprecise and uncertain human comparison judgments. The proposed approach is also applied for a real-life case in a company.

Suggested Citation

  • Ayağ, Zeki & Gürcan Özdemir, Rifat, 2012. "Evaluating machine tool alternatives through modified TOPSIS and alpha-cut based fuzzy ANP," International Journal of Production Economics, Elsevier, vol. 140(2), pages 630-636.
  • Handle: RePEc:eee:proeco:v:140:y:2012:i:2:p:630-636
    DOI: 10.1016/j.ijpe.2012.02.009
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    References listed on IDEAS

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    1. Chung, Shu-Hsing & Lee, Amy H. I. & Pearn, W. L., 2005. "Analytic network process (ANP) approach for product mix planning in semiconductor fabricator," International Journal of Production Economics, Elsevier, vol. 96(1), pages 15-36, April.
    2. Hallikainen, Petri & Kivijärvi, Hannu & Tuominen, Markku, 2009. "Supporting the module sequencing decision in the ERP implementation process--An application of the ANP method," International Journal of Production Economics, Elsevier, vol. 119(2), pages 259-270, June.
    3. Karpak, Birsen & Topcu, Ilker, 2010. "Small medium manufacturing enterprises in Turkey: An analytic network process framework for prioritizing factors affecting success," International Journal of Production Economics, Elsevier, vol. 125(1), pages 60-70, May.
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    Cited by:

    1. Dilşad Güzel & Hamit Erdal, 2015. "A Comparative Assesment of Facility Location Problem via fuzzy TOPSIS and fuzzy VIKOR: A Case Study on Security Services," International Journal of Business and Social Research, LAR Center Press, vol. 5(5), pages 49-61, May.
    2. Dang, Jr-Fong & Hong, I-Hsuan, 2013. "The equilibrium quantity and production strategy in a fuzzy random decision environment: Game approach and case study in glass substrates industries," International Journal of Production Economics, Elsevier, vol. 145(2), pages 724-732.
    3. Dilşad Güzel & Hamit Erdal, 2015. "A Comparative Assesment of Facility Location Problem via fuzzy TOPSIS and fuzzy VIKOR: A Case Study on Security Services," International Journal of Business and Social Research, MIR Center for Socio-Economic Research, vol. 5(5), pages 49-61, May.
    4. Kuo, Ting, 2017. "A modified TOPSIS with a different ranking index," European Journal of Operational Research, Elsevier, vol. 260(1), pages 152-160.
    5. Rui Ding & Zehua Liu, 2024. "An IT2FS-ANP- and IT2FS-CM-Based Approach for Conducting Safety Risk Assessments of Nuclear Power Plant Building Projects," Mathematics, MDPI, vol. 12(7), pages 1-21, March.
    6. Kheybari, Siamak & Rezaie, Fariba Mahdi & Farazmand, Hadis, 2020. "Analytic network process: An overview of applications," Applied Mathematics and Computation, Elsevier, vol. 367(C).
    7. Yen-Cheng Chen & Tung-Han Yu & Pei-Ling Tsui & Ching-Sung Lee, 2014. "A fuzzy AHP approach to construct international hotel spa atmosphere evaluation model," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(2), pages 645-657, March.
    8. Mohammadzadeh, Ali Kamali & Ghafoori, Saeed & Mohammadian, Ayoub & Mohammadkazemi, Reza & Mahbanooei, Bahareh & Ghasemi, Rohollah, 2018. "A Fuzzy Analytic Network Process (FANP) approach for prioritizing internet of things challenges in Iran," Technology in Society, Elsevier, vol. 53(C), pages 124-134.

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