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1

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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3

Hybrid CNN–RNN Model for Real-Time Flood Forecasting using Multi-Sensor Data
Banupriya, S. ; K, Manju Priya ; P, Nandeeni ; et al.
2025 6th International Conference on IoT Based Control Networks and Intelligent Systems (ICICNIS) IoT Based Control Networks and Intelligent Systems (ICICNIS), 2025 6th International Conference on. :633-638 Dec, 2025

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4

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6

Flood Forecasting Using Machine Learning: A Review
Ghorpade, Parag ; Gadge, Aditya ; Lende, Akash ; et al.
2021 8th International Conference on Smart Computing and Communications (ICSCC) Smart Computing and Communications (ICSCC),2021 8th International Conference on. :32-36 Jul, 2021

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7

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8

Aquifer-specific flood forecasting using machine learning: A comparative analysis for three distinct sedimentary aquifers.
Ali AJ ; Ahmed AA
Publisher: Elsevier Country of Publication: Netherlands NLM ID: 0330500 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-1026 (Electronic) Linking ISSN: 00489697 NLM ISO Abbreviation: Sci Total Environ Subsets: MEDLINE; PubMed not MEDLINE

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9

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

runoff series monthly streamflow forec... improved bat algorithm hybrid neural network cultural algorithm Wilson flood
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10

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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11

Forecasting Flash Floods in Puchong Using Data-Driven Machine Learning Techniques.
Wei, Lim Xiao ; Marsani, Muhammad Fadhil ; Azahar, Adila Aida ; et al.
Matematika. Dec2025, Vol. 41 Issue 3, p261-281. 21p.

MALAYSIA MACHINE learning RANDOM forest algorithms EMERGENCY management FLOODS PREDICTION models
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12

Flood Forecasting by Using Machine Learning
Ranit, Amitkumar Baburao ; Durge, P. V.
2019 International Conference on Communication and Electronics Systems (ICCES) Communication and Electronics Systems (ICCES), 2019 International Conference on. :166-169 Jul, 2019

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13

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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14

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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15

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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16

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17

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18

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20

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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