Predictive Modeling of Discharge in compound open channel by Support vector machine technique
Publish place: 10th International River Engineering Conference
Publish Year: 1394
نوع سند: مقاله کنفرانسی
زبان: English
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شناسه ملی سند علمی:
IREC10_015
تاریخ نمایه سازی: 8 آذر 1396
Abstract:
Modeling of river phonemes is one of the main parts in Hydraulic engineering studies. Predicting the discharge in the compound open channel is the main subject of the river engineer researches. In this study the support vector machine (SVM) technique is used to predict the discharge in the compound open channel. The result of the error indexes shows that the best accuracy of the SVM by correlation coefficient0.99is related to the SVM model which includes the radial basis function (RBF) as kernel function. During the SVM model process obtained 0.00005 for the gamma coefficient, epsilon is equal to 0.1 and C=1.
Authors
Abbas Parsaie
Ph.D. Candidate of hydro structures, Department of water Engineering, Lorestan University, KhorramAbad, Iran
HojattAllah Yonesi
Assistant Professor of Water Engineering, Lorestan University, KhorramAbad, Iran
Shadi najafian
M.Sc. Candidate of hydro structures, Department of water Engineering, Lorestan University, KhorramAbad, Iran