• Suche: Flood Forecasting Using Machine Learning Methods

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81

A review on rainfall forecasting using ensemble learning techniques
Kundu, Saranagata ; Biswas, Saroj Kr. ; Tripathi, Deeksha ; et al.
In e-Prime - Advances in Electrical Engineering, Electronics and Energy December 2023 6

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82

Short-Term River Flood Forecasting Using Composite Models and Automated Machine Learning: The Case Study of Lena River
Mikhail Sarafanov ; Yulia Borisova ; Mikhail Maslyaev ; et al.
Water; Volume 13; Issue 24; Pages: 3482

13. Climate action 0207 environmental engin... flood forecasting automated machine learni... composite artificial int... 02 engineering and techn... …
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83

Flood Forecasting Using Machine Learning: A Review
Aditya Gadge ; Parag Ghorpade ; Yashwant S. Ingle ; et al.
2021 8th International Conference on Smart Computing and Communications (ICSCC).

13. Climate action 0207 environmental engin... 14. Life underwater 02 engineering and techn... 01 natural sciences 0105 earth and related e...
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85

Quantitative Precipitation Estimation Using Weather Radar Data and Machine Learning Algorithms for the Southern Region of Brazil.
Verdelho, Fernanda F. ; Beneti, Cesar ; Pavam Jr., Luis G. ; et al.
Remote Sensing. Jun2024, Vol. 16 Issue 11, p1971. 20p.

BRAZIL MACHINE learning RADAR meteorology FLOOD forecasting RANDOM forest algorithms RAINFALL …
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86

Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm.
Chowdhury, Dwijaraj Paul ; Saha, Ujjwal
Earth Science Informatics. Aug2024, Vol. 17 Issue 4, p2849-2868. 20p.

WATER management RAINFALL FLOOD forecasting K-means clustering MACHINE learning
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87

Research on a hybrid model for flood probability prediction based on time convolutional network and particle swarm optimization algorithm.
Yu, Qiying ; Liu, Chengshuai ; Li, Runxi ; et al.
Scientific Reports. 2/26/2025, Vol. 15 Issue 1, p1-13. 13p.

PARTICLE swarm optimizat... MACHINE learning FLOOD forecasting FLOOD control ARTIFICIAL intelligence
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88

Flood Forecasting Using Machine Learning Methods
Chang, Fi-John ; Hsu, Kuolin ; Chang, Li-Chiu

TA1-2040 T1-995 TA170-171 natural hazards & artificial neural networ... flood routing …
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89

Near-real-time forecasting of reservoir inflows using explainable machine learning and short-term weather forecasts
Sushanth, Kallem ; Mishra, Ashok ; Mukhopadhyay, Parthasarathi ; et al.
Stochastic Environmental Research and Risk Assessment. 37(10):3945-3965

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90

Hybrid-input ensemble neural network for improving flood-forecasting performance.
Ken Watanabe ; Masayasu Irie ; Makiko Iguchi
Hydrological Research Letters. 2025, Vol. 19 Issue 1, p22-29. 8p.

ARTIFICIAL neural networ... TECHNOLOGICAL forecastin... FLOOD forecasting WATER levels DEEP learning
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91

Investigating appropriate artificial intelligence approaches to reliably predict coastal wave overtopping and identify process contributions
McGlade, Michael ; Valiente, Nieves G. ; Brown, Jennifer ; et al.
In Ocean Modelling April 2025 194

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92

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93

Urban Pluvial Flood Forecasting using Open Data with Machine Learning Techniques in Pattani Basin
Anna V. Kalyuzhnaya ; Nikolay O. Nikitin ; Jeerana Noymanee
Procedia Computer Science. 119:288-297

13. Climate action 11. Sustainability 0207 environmental engin... 02 engineering and techn... 6. Clean water
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94

Identification and Regionalization of Streamflow Routing Parameters Using Machine Learning for the HLM Hydrological Model in Iowa.
Velásquez, Nicolás ; Mantilla, Ricardo ; Krajewski, Witold ; et al.
Journal of Advances in Modeling Earth Systems. Jul2022, Vol. 14 Issue 7, p1-19. 19p.

Streamflow Watersheds Hydrologic models Random forest algorithms Runoff models Flood forecasting …
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95

A Novel Hybrid Deep-Learning Approach for Flood-Susceptibility Mapping.
Riche, Abdelkader ; Drias, Ammar ; Guermoui, Mawloud ; et al.
Remote Sensing. Oct2024, Vol. 16 Issue 19, p3673. 41p.

ANALYTIC hierarchy proce... FLOOD forecasting DEEP learning MACHINE learning EMERGENCY management
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96

Performance Improvement of LSTM-based Deep Learning Model for Streamflow Forecasting Using Kalman Filtering
Bakhshi Ostadkalayeh, Fatemeh ; Moradi, Saba ; Asadi, Ali ; et al.
Water Resources Management: An International Journal - Published for the European Water Resources Association (EWRA). 37(8):3111-3127

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97

MetaTrans-FSTSF: A Transformer-Based Meta-Learning Framework for Few-Shot Time Series Forecasting in Flood Prediction.
Jiang, Jiange ; Chen, Chen ; Lackinger, Anna ; et al.
Remote Sensing. Jan2025, Vol. 17 Issue 1, p77. 23p.

PATTERN recognition syst... WATER management FLOOD forecasting DEEP learning TIME series analysis
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98

Flood Forecasting Using Hybrid LSTM and GRU Models with Lag Time Preprocessing.
Zhang, Yue ; Zhou, Zimo ; Van Griensven Thé, Jesse ; et al.
Water (20734441); Nov2023, Vol. 15 Issue 22, p3982, 18p

FLOOD forecasting CONVOLUTIONAL neural net... STANDARD deviations WATER levels FLOOD risk DEEP learning
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99

Enhancing Qppq method for streamflow prediction in ungauged basins: Study case of Ouzoud basin in Morocco
Abdessamad, Zilali ; Abdelkader, Larabi ; Youssef, Ajdor
In Research in Cold and Arid Regions July 2025

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100

Improving Flood Prediction with Deep Learning Methods
Nayak, Monalisa ; Das, Soumya ; Senapati, Manas Ranjan
Journal of The Institution of Engineers (India): Series B: Electrical, Electronics & Telecommunication and Computer Engineering. 103(4):1189-1205

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