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DOI10.1007/s11069-020-04211-5
Flood forecasting based on an artificial neural network scheme
Dtissibe F.Y.; Ari A.A.A.; Titouna C.; Thiare O.; Gueroui A.M.
发表日期2020
ISSN0921030X
起始页码1211
结束页码1237
卷号104期号:2
英文摘要Nowadays, floods have become the widest global environmental and economic hazard in many countries, causing huge loss of lives and materials damages. It is, therefore, necessary to build an efficient flood forecasting system. The physical-based flood forecasting methods have indeed proven to be limited and ineffective. In most cases, they are only applicable under certain conditions. Indeed, some methods do not take into account all the parameters involved in the flood modeling, and these parameters can vary along a channel, which results in obtaining forecasted discharges very different from observed discharges. While using machine learning tools, especially artificial neural networks schemes appears to be an alternative. However, the performance of forecasting models, as well as a minimum error of prediction, is very interesting and challenging issues. In this paper, we used the multilayer perceptron in order to design a flood forecasting model and used discharge as input–output variables. The designed model has been tested upon intensive experiments and the results showed the effectiveness of our proposal with a good forecasting capacity. © 2020, Springer Nature B.V.
关键词Artificial neural networksFlood forecastingMachine learningMultilayer perceptron
英文关键词artificial neural network; discharge; experimental study; flood forecasting; input-output analysis; machine learning; numerical model; perception
语种英语
来源期刊Natural Hazards
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/205672
作者单位LI-PaRAD Lab, Université Paris Saclay, University of Versailles Saint-Quentin-en-Yvelines, 45 Avenue des États-Unis, Versailles Cedex, 78035, France; LaRI Lab, University of Maroua, Maroua, P.O. Box 814, Cameroon; LANI Lab, Gaston Berger University of Saint-Louis, Saint-Louis, P.O. Box 234, Senegal; LIPADE Lab, University of Paris, 45 Rue des Saints Pères, Paris, 75006, France
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GB/T 7714
Dtissibe F.Y.,Ari A.A.A.,Titouna C.,et al. Flood forecasting based on an artificial neural network scheme[J],2020,104(2).
APA Dtissibe F.Y.,Ari A.A.A.,Titouna C.,Thiare O.,&Gueroui A.M..(2020).Flood forecasting based on an artificial neural network scheme.Natural Hazards,104(2).
MLA Dtissibe F.Y.,et al."Flood forecasting based on an artificial neural network scheme".Natural Hazards 104.2(2020).
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