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Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm.

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  • Additional Information
    • NAICS/Industry Codes:
      423830 Industrial Machinery and Equipment Merchant Wholesalers
      333517 Machine Tool Manufacturing
      334513 Instruments and Related Products Manufacturing for Measuring, Displaying, and Controlling Industrial Process Variables
      333994 Industrial Process Furnace and Oven Manufacturing
    • Abstract:
      Machine tool selection directly affects production rates, accuracy, and flexibility. In order to quickly and accurately select the appropriate machine tools in machining process planning, this paper proposes an optimal machine tools selection method based on interval-valued data fuzzy C-means (FCM) clustering algorithm. We define the machining capability meta (MAE) as the smallest unit to describe machining capacity of machine tools and establish MAE library based on the MAE information model. According to the manufacturing process requirements, the MAEs can be queried from MAE library. Subsequently, interval-valued data FCM algorithmis used to select the appropriate machine tools for manufacturing process. Through computing matching degree between manufacturing process machining constraints and MAEs, we get the most appropriate MAEs and the corresponding machine tools. Finally, a case study of an exhaust duct part of the aeroengine is presented to demonstrate the applicability of the proposed method. [ABSTRACT FROM AUTHOR]
    • Abstract:
      Copyright of Mathematical Problems in Engineering is the property of Hindawi Limited and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
    • Author Affiliations:
      1Institute of CAPP & Manufacturing Engineering Software, Northwestern Polytechnical University, Xi'an 710072, China
    • ISSN:
      1024-123X
    • Accession Number:
      10.1155/2014/921647
    • Accession Number:
      100527431
  • Citations
    • ABNT:
      YUPENG XIN; XITIAN TIAN; LIJIANG HUANG. Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering, [s. l.], p. 1–10, 2014. DOI 10.1155/2014/921647. Disponível em: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=100527431&custid=s8280428. Acesso em: 8 ago. 2020.
    • AMA:
      Yupeng Xin, Xitian Tian, Lijiang Huang. Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering. January 2014:1-10. doi:10.1155/2014/921647
    • APA:
      Yupeng Xin, Xitian Tian, & Lijiang Huang. (2014). Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering, 1–10. https://doi.org/10.1155/2014/921647
    • Chicago/Turabian: Author-Date:
      Yupeng Xin, Xitian Tian, and Lijiang Huang. 2014. “Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm.” Mathematical Problems in Engineering, January, 1–10. doi:10.1155/2014/921647.
    • Harvard:
      Yupeng Xin, Xitian Tian and Lijiang Huang (2014) ‘Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm’, Mathematical Problems in Engineering, pp. 1–10. doi: 10.1155/2014/921647.
    • Harvard: Australian:
      Yupeng Xin, Xitian Tian & Lijiang Huang 2014, ‘Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm’, Mathematical Problems in Engineering, pp. 1–10, viewed 8 August 2020, .
    • MLA:
      Yupeng Xin, et al. “Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm.” Mathematical Problems in Engineering, Jan. 2014, pp. 1–10. EBSCOhost, doi:10.1155/2014/921647.
    • Chicago/Turabian: Humanities:
      Yupeng Xin, Xitian Tian, and Lijiang Huang. “Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm.” Mathematical Problems in Engineering, January 2014, 1–10. doi:10.1155/2014/921647.
    • Vancouver/ICMJE:
      Yupeng Xin, Xitian Tian, Lijiang Huang. Optimal Machine Tools Selection Using Interval-Valued Data FCM Clustering Algorithm. Mathematical Problems in Engineering [Internet]. 2014 Jan [cited 2020 Aug 8];1–10. Available from: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=100527431&custid=s8280428