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Modeling of Temperature Effect on Modal Frequency of Concrete Beam Based on Field Monitoring Data
المؤلفون المشاركون
Shan, Wenchen
Jiao, Yu-bo
Wang, Xianqiang
المصدر
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-02-11
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
الملخص EN
Temperature variation has been widely demonstrated to produce significant effect on modal frequencies that even exceed the effect of actual damage.
In order to eliminate the temperature effect on modal frequency, an effective method is to construct quantitative models which accurately predict the modal frequency corresponding to temperature variation.
In this paper, principal component analysis (PCA) is conducted on the temperatures taken from all embedded thermocouples for extracting input parameters of regression models.
Three regression-based numerical models using multiple linear regression (MLR), back-propagation neural network (BPNN), and support vector regression (SVR) techniques are constructed to capture the relationships between modal frequencies and temperature distributions from measurements of a concrete beam during a period of forty days of monitoring.
A comparison with respect to the performance of various optimally configured regression models has been performed on measurement data.
Results indicate that the SVR exhibits a better reproduction and prediction capability than BPNN and MLR models for predicting the modal frequencies with respect to nonuniformly distributed temperatures.
It is succeeded that temperature effects on modal frequencies can be effectively eliminated based on the optimally formulated SVR model.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Shan, Wenchen& Wang, Xianqiang& Jiao, Yu-bo. 2018. Modeling of Temperature Effect on Modal Frequency of Concrete Beam Based on Field Monitoring Data. Shock and Vibration،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1215468
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Shan, Wenchen…[et al.]. Modeling of Temperature Effect on Modal Frequency of Concrete Beam Based on Field Monitoring Data. Shock and Vibration No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1215468
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Shan, Wenchen& Wang, Xianqiang& Jiao, Yu-bo. Modeling of Temperature Effect on Modal Frequency of Concrete Beam Based on Field Monitoring Data. Shock and Vibration. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1215468
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1215468
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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