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Flood forecasting using machine learning methods in a visual programming environment
Gulzat Ziyatbekova ; Dauren Darkenbayev
International Journal of Innovative Research and Scientific Studies. 8:201-210

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Aquifer-specific flood forecasting using machine learning: A comparative analysis for three distinct sedimentary aquifers
Ali, Ali J. ; Ahmed, Ashraf A.
In Science of the Total Environment 15 November 2025 1004

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4

Improving flood forecasting using time-distributed CNN-LSTM model: a time-distributed spatiotemporal method
Malik, Haider ; Feng, Jun ; Shao, Pingping ; et al.
Earth Science Informatics. 17(4):3455-3474

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6

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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7

Flood forecasting using machine learning methods in a visual programming environment.
Ziyatbekova, Gulzat ; Darkenbayev, Dauren
International Journal of Innovative Research & Scientific Studies; 2025, Vol. 8 Issue 5, p201-210, 10p

FLOOD warning systems MACHINE learning FLOOD forecasting VISUAL learning K-nearest neighbor class...
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8

Flood prediction using machine learning algorithms.
Tomar, Dhruv ; Ayush, Ayush ; Malhotra, Ruchika
AIP Conference Proceedings. 2025, Vol. 3297 Issue 1, p1-6. 6p.

FLOOD forecasting MACHINE learning EMPIRICAL research HYDROLOGICAL databases NATURAL disasters METEOROLOGICAL databases …
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9

Urban flood forecasting using a hybrid modeling approach based on a deep learning technique
Hyeontae Moon ; Sunkwon Yoon ; Youngil Moon
Journal of Hydroinformatics, Vol 25, Iss 2, Pp 593-610 (2023)

storm water management m... urban stream 13. Climate action flood forecasting flooding time long short-term memory n... …
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10

Prediction of Ular river water level using backpropagation neural network and adaptive neuro fuzzy inference system.
Fitriyaningsih, Ike ; Solikhin, Mukhammad ; Amalia, Junita
AIP Conference Proceedings. 2025, Vol. 3446 Issue 1, p1-7. 7p.

SUMATERA Utara (Indonesi... FLOOD forecasting MACHINE learning FUZZY neural networks BACK propagation FLOOD risk …
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11

Enhancing flood susceptibility predictions by using certainty factor in non-flood selection: a case study of Guangdong Province with four tree-based machine learning models.
Yang, Jian ; Chen, Sixiao ; Duan, Zhongdong ; et al.
Stochastic Environmental Research & Risk Assessment. Jul2025, Vol. 39 Issue 7, p3123-3146. 24p.

MACHINE learning FLOOD forecasting RECEIVER operating chara... WATERSHEDS FLOODS
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13

Ice-jam flood predictions using an interpretable machine learning approach.
Kowshal, Ananya ; Das, Apurba ; Lindenschmidt, Karl-Erich
Environmental Modelling & Software. Aug2025, Vol. 192, pN.PAG-N.PAG. 1p.

Machine learning Monte Carlo method Flood forecasting Ice on rivers, lakes, et... Decision trees Flood warning systems
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14

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

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18

Forecasting of extreme flood events using different satellite precipitation products and wavelet-based machine learning methods.
Yeditha, Pavan Kumar ; Kasi, Venkatesh ; Rathinasamy, Maheswaran ; et al.
Chaos. Jun2020, Vol. 30 Issue 6, p1-12. 12p. 3 Charts, 4 Graphs, 1 Map.

FLOOD forecasting MACHINE learning PRECIPITATION forecastin... METEOROLOGICAL precipita... RAIN gauges LEAD time (Supply chain... …
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19

The enhanced integration of proven techniques to quantify the uncertainty of forecasting extreme flood events based on numerical weather prediction models
Tanhapour, Mitra ; Soltani, Jaber ; Shakibian, Hadi ; et al.
In Weather and Climate Extremes June 2025 48

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20

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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