• Suche: Flood Forecasting Using Machine Learning Methods

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21

An interpretable and scalable model for rapid flood extent forecasting using satellite imagery and machine learning with rotated EOF analysis
Wan, Hung-Hsien ; Lee, Hyongki ; Thuy Du, Tien Le ; et al.
In Environmental Modelling and Software August 2025 192

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22

Rapid urban flood inundation forecasting using a physics-informed deep learning approach
Yang, Fang ; Ding, Wu ; Zhao, Jianshi ; et al.
In Journal of Hydrology November 2024 643

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23

Towards Accurate Flood Forecasting: Integrating Satellite Data, Hydrological Modeling, and Deep Learning
Saeideh Pourentezari ; Hossein Salehi ; Alireza Razeghi Haghighi ; et al.
Journal of Flood Risk Management, Vol 18, Iss 4, Pp n/a-n/a (2025)

HEC‐HMS IMERG LSTM near real‐time satellite... PERSIANN River protective works.... …
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25

Forecasting of compound ocean-fluvial floods using machine learning
Moradian, Sogol ; AghaKouchak, Amir ; Gharbia, Salem ; et al.
In Journal of Environmental Management July 2024 364

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26

Real-time error correction of multiple-hour-ahead flash flood forecasting based on the sliding runoff-rain data and deep learning models
Zhou, Xingyu ; Huang, Xiaorong ; Jiang, Xue ; et al.
In Journal of Hydrology July 2025 655

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27

Development in flood forecasting: A comprehensive review of complex and machine learning models
Refadah, Samyah Salem
In Physics and Chemistry of the Earth September 2025 139

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28

Revolutionizing flood forecasting by integrating rainfall-runoff correlation analysis with advanced deep learning techniques
Xu, Dong-mei ; Xu, Zhan ; Wang, Wen-chuan ; et al.
In Results in Engineering December 2025 28

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29

ML4FF: A machine-learning framework for flash flood forecasting applied to a Brazilian watershed
Soares, Jaqueline A.J.P. ; Ozelim, Luan C.S.M. ; Bacelar, Luiz ; et al.
In Journal of Hydrology May 2025 652

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30

Utilizing sequential modeling in collaborative method for flood forecasting
Thaisiam, Wandee ; Yomwilai, Konlawat ; Wongchaisuwat, Papis
In Journal of Hydrology June 2024 636

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31

Use of Machine Learning techniques for flood forecasting
Utilisation de techniques de Machine Learning pour la prédiction de crue
Mercier, Valentin ; Institut de recherche en informatique de Toulouse (IRIT) ; Université Toulouse Capitole (UT Capitole) ; et al.
Physics [physics]. Université de Toulouse, 2025. English. ⟨NNT : 2025TLSEP016⟩

GNN PINN Computational physics Deep learning Flood forecasting Physique numérique …
Dissertation
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32

A novel insight on input variable and time lag selection in daily streamflow forecasting using deep learning models
Khatun, Amina ; Nisha, M.N. ; Chatterjee, Siddharth ; et al.
In Environmental Modelling and Software August 2024 179

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33

Introducing a new clustering-based method for regionalization framework for continental-scale rainfall estimates from soil moisture dynamics using machine learning methods
Saeedi, Mohammad ; Kim, Hyunglok ; Lakshmi, Venkataraman
In Agricultural and Forest Meteorology 15 November 2025 374

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34

Comparative evaluation of LSTM, CNN, and ConvLSTM for hourly short-term streamflow forecasting using deep learning approaches
Dehghani, Adnan ; Moazam, Hamza Mohammad Zakir Hiyat ; Mortazavizadeh, Fatemehsadat ; et al.
In Ecological Informatics July 2023 75

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35

Urban flood modeling and forecasting with deep neural operator and transfer learning
Xu, Qingsong ; De Vos, Leon Frederik ; Shi, Yilei ; et al.
In Journal of Hydrology November 2025 661 Part B

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36

Research on machine learning hybrid framework by coupling grid-based runoff generation model and runoff process vectorization for flood forecasting
Liu, Chengshuai ; Xie, Tianning ; Li, Wenzhong ; et al.
In Journal of Environmental Management July 2024 364

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37

Flash-flood hazard assessment using ensembles and Bayesian-based machine learning models: Application of the simulated annealing feature selection method
Hosseini, Farzaneh Sajedi ; Choubin, Bahram ; Mosavi, Amir ; et al.
In Science of the Total Environment 1 April 2020 711

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38

Flood forecasting in urban reservoir using hybrid recurrent neural network
Cai, Bo ; Yu, Yaoxiang
In Urban Climate March 2022 42

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39

Research on runoff process vectorization and integration of deep learning algorithms for flood forecasting
Liu, Chengshuai ; Li, Wenzhong ; Hu, Caihong ; et al.
In Journal of Environmental Management June 2024 362

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40

Error correction method based on deep learning for improving the accuracy of conceptual rainfall-runoff model
Wenchuan, Wang ; Yanwei, Zhao ; Dongmei, Xu ; et al.
In Journal of Hydrology November 2024 643

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