Journal cover Journal topic
Natural Hazards and Earth System Sciences An interactive open-access journal of the European Geosciences Union
Nat. Hazards Earth Syst. Sci., 14, 2313-2320, 2014
https://doi.org/10.5194/nhess-14-2313-2014
© Author(s) 2014. This work is distributed under
the Creative Commons Attribution 3.0 License.
Research article
01 Sep 2014
Development of models for maximum and time variation of storm surges at the Tanshui estuary
C.-P. Tsai1 and C.-Y. You2 1Department of Civil Engineering, National Chung Hsing University, Taichung 402, Taiwan
2Water Resource Bureau, Taichung City Government, Taichung 420, Taiwan
Abstract. In this study, artificial neural networks, including both multilayer perception and the radial basis function neural networks, are applied for modeling and forecasting the maximum and time variation of storm surges at the Tanshui estuary in Taiwan. The physical parameters, including both the local atmospheric pressure and the wind field factors, for finding the maximum storm surges, are first investigated based on the training of neural networks. Then neural network models for forecasting the time series of storm surges are accordingly developed using the major meteorological parameters with time variations. The time series of storm surges for six typhoons were used for training and testing the models, and data for three typhoons were used for model forecasting. The results show that both neural network models perform very well for the forecasting of the time variation of storm surges.

Citation: Tsai, C.-P. and You, C.-Y.: Development of models for maximum and time variation of storm surges at the Tanshui estuary, Nat. Hazards Earth Syst. Sci., 14, 2313-2320, https://doi.org/10.5194/nhess-14-2313-2014, 2014.
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