[HTML][HTML] A rapid prediction model of urban flood inundation in a high-risk area coupling machine learning and numerical simulation approaches

X Yan, K Xu, W Feng, J Chen - International Journal of Disaster Risk …, 2021 - Springer
Climate change has led to increasing frequency of sudden extreme heavy rainfall events in
cities, resulting in great disaster losses. Therefore, in emergency management, we need to …

Rapid forecasting of urban flood inundation using multiple machine learning models

J Hou, N Zhou, G Chen, M Huang, G Bai - Natural Hazards, 2021 - Springer
Urban flood inundation is worsening as the number of short-duration rainstorms increases,
and it is difficult to accurately predict urban flood inundation over a long lead time; however …

Urban inundation rapid prediction method based on multi-machine learning algorithm and rain pattern analysis

G Chen, J Hou, Y Liu, S Xue, H Wu, T Wang, J Lv… - Journal of …, 2024 - Elsevier
Urban inundation disasters caused by extreme rainfall events are becoming increasingly
severe. However, the numerical inundation model based on physical process has relatively …

[HTML][HTML] Fast prediction of urban flooding water depth based on CNN− LSTM

J Chen, Y Li, S Zhang - Water, 2023 - mdpi.com
Rapid prediction of urban flooding is an important measure to reduce the risk of flooding and
to protect people's property. In order to meet the needs of emergency flood control, this …

Real-time flood disaster prediction system by applying machine learning technique

HJ Keum, KY Han, HI Kim - KSCE Journal of Civil Engineering, 2020 - Springer
As rainfall intensity varies irregularly, urban floods can cause extreme damage. Furthermore,
they are extremely nonlinear phenomena that are complex to analyze. Therefore, a …

Fast simulation and prediction of urban pluvial floods using a deep convolutional neural network model

Y Liao, Z Wang, X Chen, C Lai - Journal of Hydrology, 2023 - Elsevier
Urban pluvial floods induced by rainstorms can cause severe losses to human lives and
property. Fast and accurate simulation and prediction of urban pluvial flood are of …

[HTML][HTML] Rapid prediction model for urban floods based on a light gradient boosting machine approach and hydrological–hydraulic model

K Xu, Z Han, H Xu, L Bin - International Journal of Disaster Risk Science, 2023 - Springer
Global climate change and sea level rise have led to increased losses from flooding.
Accurate prediction of floods is essential to mitigating flood losses in coastal cities …

Assessment of urban flood risk based on data-driven models: A case study in Fuzhou City, China

C Ye, Z Xu, X Lei, W Liao, X Ding, Y Liang - International Journal of …, 2022 - Elsevier
In response to the growing threat of urban flooding, this study developed an integrated
method to evaluate the flood risk of the study area (Fuzhou City, China) to different types of …

Rapid prediction of urban flood based on disaster-breeding environment clustering and Bayesian optimized deep learning model in the coastal city

H Wang, S Xu, H Xu, Z Wu, T Wang, C Ma - Sustainable Cities and Society, 2023 - Elsevier
Rapid prediction of urban flood is essential for sustainable city and society development.
The data-driven deep learning model is commonly adopted for flood prediction, but it rarely …

[HTML][HTML] A deep-learning-technique-based data-driven model for accurate and rapid flood predictions in temporal and spatial dimensions

Q Zhou, S Teng, Z Situ, X Liao, J Feng… - Hydrology and Earth …, 2023 - hess.copernicus.org
An accurate and rapid urban flood prediction model is essential to support decision-making
for flood management. This study developed a deep-learning-technique-based data-driven …