Barkhordari, Kazem, Entezari Zarch, Hosein. (1394). Prediction of Permanent Earthquake-Induced Deformation in Earth Dams and Embankments Using Artificial Neural Networks. , 48(2), 271-283. doi: 10.7508/ceij.2015.02.004
Kazem Barkhordari; Hosein Entezari Zarch. "Prediction of Permanent Earthquake-Induced Deformation in Earth Dams and Embankments Using Artificial Neural Networks". , 48, 2, 1394, 271-283. doi: 10.7508/ceij.2015.02.004
Barkhordari, Kazem, Entezari Zarch, Hosein. (1394). 'Prediction of Permanent Earthquake-Induced Deformation in Earth Dams and Embankments Using Artificial Neural Networks', , 48(2), pp. 271-283. doi: 10.7508/ceij.2015.02.004
Barkhordari, Kazem, Entezari Zarch, Hosein. Prediction of Permanent Earthquake-Induced Deformation in Earth Dams and Embankments Using Artificial Neural Networks. , 1394; 48(2): 271-283. doi: 10.7508/ceij.2015.02.004

Prediction of Permanent Earthquake-Induced Deformation in Earth Dams and Embankments Using Artificial Neural Networks

Civil Engineering Infrastructures Journal
مقاله 5، دوره 48، شماره 2، اسفند 2015، صفحه 271-283    اصل مقاله (860.02 K)
نوع مقاله: Research Papers
شناسه دیجیتال (DOI): 10.7508/ceij.2015.02.004
نویسندگان
Kazem Barkhordari* 1؛ Hosein Entezari Zarch2
1Assistant professor, Department of Civil Engineering, Yazd University, Yazd, Iran
2M.Sc. Student, Department of Civil Engineering, Yazd University, Yazd, Iran.
چکیده

This research intends to develop a method based on the Artificial Neural Network (ANN) to predict permanent earthquake-induced deformation of the earth dams and embankments. For this purpose, data sets of observations from 152 published case histories on the performance of the earth dams and embankments, during the past earthquakes, was used. In order to predict earthquake-induced deformation of the earth dams and embankments a Multi-Layer Perceptron (MLP) analysis was used. A four-layer, feed-forward, back-propagation neural network, with a topology of 7-9-7-1 was found to be optimum. The results showed that an appropriately trained neural network could reliably predict permanent earthquake-induced deformation of the earth dams and embankments.
کلیدواژه‌ها
Artificial Neural Networks؛ Earth dam؛ Earth embankment؛ Earthquake-induced deformation
مراجع
آمار
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