Javascript must be enabled to continue!
A Case Study of Two Storm Surge Forecasting Models in Changjiang Estuary
View through CrossRef
This study establishes two storm surge forecasting models in Changjiang Estuary, one is hydrodynamic numerical model based on FVCOM, and the other is SVM regression model based on data-driven machine learning. The two models are used to simulate the storm surge process in Yanglin station which is in the south branch of Changjiang Estuary during the Typhoon Muifa No.202212, The results show that the two models’ predictions are qualified at 24h storm surge forecasting, both methods can meet the actual operational requirements of disaster mitigation in Changjiang Estuary. The coefficient of determination of the two models are 0.96 and 0.95, and the prediction accuracys of the two models are good, the SVM regression model can also be used as one of the tools for storm surge forecasting in the absence of boundary conditions, terrain data.
International Association for Hydro-Environment Engineering and Research (IAHR)
Title: A Case Study of Two Storm Surge Forecasting Models in Changjiang Estuary
Description:
This study establishes two storm surge forecasting models in Changjiang Estuary, one is hydrodynamic numerical model based on FVCOM, and the other is SVM regression model based on data-driven machine learning.
The two models are used to simulate the storm surge process in Yanglin station which is in the south branch of Changjiang Estuary during the Typhoon Muifa No.
202212, The results show that the two models’ predictions are qualified at 24h storm surge forecasting, both methods can meet the actual operational requirements of disaster mitigation in Changjiang Estuary.
The coefficient of determination of the two models are 0.
96 and 0.
95, and the prediction accuracys of the two models are good, the SVM regression model can also be used as one of the tools for storm surge forecasting in the absence of boundary conditions, terrain data.
Related Results
Prediction of morphological evolution trends in the South Branch of the Changjiang Estuary based on numerical and physical models
Prediction of morphological evolution trends in the South Branch of the Changjiang Estuary based on numerical and physical models
The Changjiang Estuary presents a geomorphic pattern of "three-level branching and four-outlet entering the sea", which is influenced by various factors such as runoff, tides, stor...
Nitrous oxide in the Changjiang (Yangtze River) Estuary and its adjacent marine area: Riverine input, sediment release and atmospheric fluxes
Nitrous oxide in the Changjiang (Yangtze River) Estuary and its adjacent marine area: Riverine input, sediment release and atmospheric fluxes
Abstract. Dissolved nitrous oxide (N2O) was measured in the waters of the Changjiang (Yangtze River) Estuary and its adjacent marine area during five surveys covering the period of...
Nitrous oxide in the Changjiang (Yangtze River) Estuary and its adjacent marine area: riverine input, sediment release and atmospheric fluxes
Nitrous oxide in the Changjiang (Yangtze River) Estuary and its adjacent marine area: riverine input, sediment release and atmospheric fluxes
Abstract. Dissolved nitrous oxide (N2O) was measured in the waters of the Changjiang (Yangtze River) Estuary and its adjacent marine area during five surveys covering the period of...
Hydatid Disease of The Brain Parenchyma: A Systematic Review
Hydatid Disease of The Brain Parenchyma: A Systematic Review
Abstarct
Introduction
Isolated brain hydatid disease (BHD) is an extremely rare form of echinococcosis. A prompt and timely diagnosis is a crucial step in disease management. This ...
Hypoxia disaster in waters adjacent to the Changjiang estuary
Hypoxia disaster in waters adjacent to the Changjiang estuary
Abstract. Based on observational data from ten cruises carried out in 2012 and 2013, the distribution of dissolved oxygen (DO) and hypoxia (DO < 2.0 mg L−1) evolution in waters ...
Changes in the Seasonal Cycle of Storm Surge and Mean Sea Level Along the Global Coastline
Changes in the Seasonal Cycle of Storm Surge and Mean Sea Level Along the Global Coastline
Storm surge events are a key driver of widespread flooding, particularly
when combined with astronomical tides superimposed on mean sea level
(MSL). Coastal storms exhibit seasonal...
The Effect of Seawater Spatial density heterogeneity on Storm Surges — A Case Study of Typhoon "In-Fa" and Hangzhou Bay and Its Adjacent Waters
The Effect of Seawater Spatial density heterogeneity on Storm Surges — A Case Study of Typhoon "In-Fa" and Hangzhou Bay and Its Adjacent Waters
Abstract. Previous studies have shown that considering density spatial heterogeneity can improve the simulation capability and accuracy of water level, including storm surges, but ...
The Effect of Seawater Spatial density heterogeneity on Storm Surges — A Case Study of Typhoon "In-Fa" and Hangzhou Bay and Its Adjacent Waters
The Effect of Seawater Spatial density heterogeneity on Storm Surges — A Case Study of Typhoon "In-Fa" and Hangzhou Bay and Its Adjacent Waters
Abstract. Previous studies have shown that considering density spatial heterogeneity can improve the simulation capability and accuracy of water level, including storm surges, but ...

