دانلود مقاله انگلیسی رایگان:استخراج داده ها و دانش با داده های بزرگ به سوی تولید هوشمند - 2018
رمضان 2
دانلود مقاله انگلیسی داده کاوی رایگان
  • Data and knowledge mining with big data towards smart production Data and knowledge mining with big data towards smart production
    Data and knowledge mining with big data towards smart production

    سال انتشار:

    2018


    عنوان انگلیسی مقاله:

    Data and knowledge mining with big data towards smart production


    ترجمه فارسی عنوان مقاله:

    استخراج داده ها و دانش با داده های بزرگ به سوی تولید هوشمند


    منبع:

    Sciencedirect - Elsevier - Journal of Industrial Information Integration, 9 (2018) 1-13: doi:10:1016/j:jii:2017:08:001


    نویسنده:

    Ying Cheng, Ken Chen, Hemeng Sun, Yongping Zhang, Fei Tao*


    چکیده انگلیسی:

    Driven by the innovative improvement of information and communication technologies (ICTs) and their ap plications into manufacturing industry, the big data era in manufacturing is correspondingly arising, and the developing data mining techniques (DMTs) pave the way for pursuing the aims of smart production with the real-time, dynamic, self-adaptive and precise control. However, lots of factors in the ever-changing environment of manufacturing industry, such as, various of complex production processes, larger scale and uncertainties, more complicated constrains, coupling of operational performance, and so on, make production management face with more and more big challenges. The dynamic inflow of a large number of raw data which is collected from the physical manufacturing sites or generated in various related information systems, caused the heavy information overload problems. Indeed, most of traditional DMTs are not yet sufficient to process such big data for smart production management. Therefore, this paper reviews the development of DMTs in the big data era, and makes discussion on the applications of DMTs in production management, by selecting and analyzing the relevant papers since 2010. In the meantime, we point out limitations and put forward some suggestions about the smartness and further applications of DMTs used in production management.
    Keywords: Big data ، Data mining techniques (DMTs) ، Production management ، Smart manufacturing ، Statistical analysis ، Knowledge discovery


    سطح: متوسط
    تعداد صفحات فایل pdf انگلیسی: 13
    حجم فایل: 460 کیلوبایت

    قیمت: رایگان


    توضیحات اضافی:




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