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Prediction of the shear strength of concrete T-beams using artificial neural networks model
Author
Source
Thi-Qar University Journal for Engineering Sciences
Issue
Vol. 10, Issue 1 (31 May. 2019), pp.168-181, 14 p.
Publisher
University of Thi-Qar College of Engineering
Publication Date
2019-05-31
Country of Publication
Iraq
No. of Pages
14
Main Subjects
Topics
Abstract EN
This paper presents an application of artificial neural network (ANN) to develop a model for predicting the shear strength of T-beams.
The required data has been taken from literature.
Statistical tools like mean, standard deviation (SD), correlation coefficients (R) and mean absolute error (MAE) are adopted to verify the ANN model against the experimental results obtained from the literature and with the existing empirical codes.
The produced ANN model is utilized to carry out a parametric analysis to study the impact of the multiple parameters on the shear strength of T-beams.
The parameters were shear span to depth ratios, effective depth, shear reinforcement, flange thickness, compressive strength of concrete, longitudinal steel ratio, flange width and web width.
The outcomes of the parametric study show excellent trend agreement with the experimental database which emphasizes the statistical results.
The overall analysis shows that the ANN model is more accurate than the guideline equations with respect to the experimental results and can be applied satisfactorily within the range of parameters covered in this study.
American Psychological Association (APA)
Abd, Rua Talib. 2019. Prediction of the shear strength of concrete T-beams using artificial neural networks model. Thi-Qar University Journal for Engineering Sciences،Vol. 10, no. 1, pp.168-181.
https://search.emarefa.net/detail/BIM-910462
Modern Language Association (MLA)
Abd, Rua Talib. Prediction of the shear strength of concrete T-beams using artificial neural networks model. Thi-Qar University Journal for Engineering Sciences Vol. 10, no. 1 (May. 2019), pp.168-181.
https://search.emarefa.net/detail/BIM-910462
American Medical Association (AMA)
Abd, Rua Talib. Prediction of the shear strength of concrete T-beams using artificial neural networks model. Thi-Qar University Journal for Engineering Sciences. 2019. Vol. 10, no. 1, pp.168-181.
https://search.emarefa.net/detail/BIM-910462
Data Type
Journal Articles
Language
English
Notes
Includes appendices : p. 178-181
Record ID
BIM-910462