PTS-FNN-Based Health Prediction Method for Flexible Photoelectric Film Material Processing Equipment
المؤلفون المشاركون
Deng, Yaohua
Yao, Kexing
Jin, Tuo
Feng, Zhaoxi
Liu, Xiali
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-04-23
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
الملخص EN
Roll-to-Roll (R2R) processing is a common processing method for flexible photoelectric film materials.
Due to the physical properties of the materials, the change in the performance of the R2R processing equipment can easily cause deformation of the flexible film material, it is particularly important to predict the performance degradation of the processing equipment.
Based on the accuracy and real-time requirements of performance degradation prediction, a PTS-FNN model for performance degradation prediction was proposed in this paper, which combines the Possibilistic C-Means (PCM) fuzzy clustering and Takagi–Sugeno Fuzzy Neural Network (TS-FNN).
We also studied the PCM classification algorithm of input data of PTS-FNN model, the predecessor network of TS-FNN prediction model and the construction method of post-component network.
Finally, the implementation process of PCM classification algorithm and TS-FNN prediction model were given.
The R2R processing equipment health prediction experiment system was built and the PTS-FNN model experiment was carried out.
The experimental results showed that the training time of PTS-FNN model was 50.37% less than the standard TS-FNN prediction model.
The prediction accuracy increased by 5.48%, and the PTS-FNN had no error in the judgment of state 1 and state 4.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Deng, Yaohua& Yao, Kexing& Jin, Tuo& Feng, Zhaoxi& Liu, Xiali. 2020. PTS-FNN-Based Health Prediction Method for Flexible Photoelectric Film Material Processing Equipment. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1202083
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Deng, Yaohua…[et al.]. PTS-FNN-Based Health Prediction Method for Flexible Photoelectric Film Material Processing Equipment. Mathematical Problems in Engineering No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1202083
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Deng, Yaohua& Yao, Kexing& Jin, Tuo& Feng, Zhaoxi& Liu, Xiali. PTS-FNN-Based Health Prediction Method for Flexible Photoelectric Film Material Processing Equipment. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1202083
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1202083
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر