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SVM-Based Dynamic Reconfiguration CPS for Manufacturing System in Industry 4.0
المؤلفون المشاركون
Shin, Hyun-Jun
Cho, Kyoung-Woo
Oh, Chang-Heon
المصدر
Wireless Communications and Mobile Computing
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-01-29
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
تكنولوجيا المعلومات وعلم الحاسوب
الملخص EN
CPS is potential application in various fields, such as medical, healthcare, energy, transportation, and defense, as well as Industry 4.0 in Germany.
Although studies on the equipment aging and prediction of problem have been done by combining CPS with Industry 4.0, such studies were based on small numbers and majority of the papers focused primarily on CPS methodology.
Therefore, it is necessary to study active self-protection to enable self-management functions, such as self-healing by applying CPS in shop-floor.
In this paper, we have proposed modeling of shop-floor and a dynamic reconfigurable CPS scheme that can predict the occurrence of anomalies and self-protection in the model.
For this purpose, SVM was used as a machine learning technology and it was possible to restrain overloading in manufacturing process.
In addition, we design CPS framework based on machine learning for Industry 4.0, simulate it, and perform.
Simulation results show the simulation model autonomously detects the abnormal situation and it is dynamically reconfigured through self-healing.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Shin, Hyun-Jun& Cho, Kyoung-Woo& Oh, Chang-Heon. 2018. SVM-Based Dynamic Reconfiguration CPS for Manufacturing System in Industry 4.0. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1216101
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Shin, Hyun-Jun…[et al.]. SVM-Based Dynamic Reconfiguration CPS for Manufacturing System in Industry 4.0. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1216101
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Shin, Hyun-Jun& Cho, Kyoung-Woo& Oh, Chang-Heon. SVM-Based Dynamic Reconfiguration CPS for Manufacturing System in Industry 4.0. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1216101
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1216101
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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