Publications
- 30 Septembre 2025
Testing data assimilation strategies to enhance short-range AI-based discharge forecasts.
Saint-Fleur, B. E. and Gaume, E. and Surmont, F. and Akil, N. and Theriez, D.
EGUsphere, DOI: 10.5194/egusphere-2025-4244
Lien(s) vers la publication :
- 18 Septembre 2024
LSTM Networks for Catchment Response Simulation
Hashemi, R., Javelle, P., Delestre
Advances in Hydroinformatics—SimHydro 2023 Volume 2, DOI: 10.1007/978-981-97-4076-5_1
Lien(s) vers la publication :
- 09 Mars 2024
Short- and mid-term discharge forecasts combining machine learning and data assimilation for operational purpose
Bob E Saint Fleur, Eric Gaume, Michaël Savary, Nicolas Akil, and Dominique Theriez
EGUsphere, DOI: 10.5194/egusphere-2025-4244
Lien(s) vers la publication :
- 18 Décembre 2023
Closing the data gap: runoff prediction in fully ungauged settings using LSTM
Hashemi, R. and Javelle, P. and Delestre, O. and Razavi, S.
Hydrology and Earth System Sciences Discussions, DOI: 10.5194/hess-2023-282
Lien(s) vers la publication :
- 17 Novembre 2022
How can we benefit from regime information to make more effective use of long short-term memory (LSTM) runoff models?
Reyhaneh Hashemi, Pierre Brigode, Pierre-André Garambois, and Pierre Javelle
Hydrology and Earth System Sciences, DOI: 10.5194/hess-26-5793-2022
Lien(s) vers la publication :
- 18 Juin 2021
Uncertainty Estimation in Hydrogeological Forecasting with Neural Networks: Impact of Spatial Distribution of Rainfalls and Random Initialization of the Model
Nicolas Akil, Guillaume Artigue, Michaël Savary, Anne Johannet, Marc Vinches
water, DOI: 10.3390/w13121690
Lien(s) vers la publication :
- 21 Novembre 2020
Deep Multilayer Perceptron for Knowledge Extraction: Understanding the Gardon de Mialet Flash Floods Modeling
Bob E. Saint Fleur, Guillaume Artigue, Anne Johannet & Séverin Pistre
Theory and Applications of Time Series Analysis, DOI: 10.1007/978-3-030-56219-9_22
Lien(s) vers la publication :
- 18 Novembre 2019
Quantification of Neural Network Uncertainties on the Hydrogeological Predictions by Probability Density Functions
Nicolas Akil, Guillaume Artigue, Michael Savary, Anne Johannet and Marc Vinches
IOP Conference Series: Earth and Environmental Science, DOI: 10.1088/1755-1315/362/1/012112
Lien(s) vers la publication :
UMR Telluris
Université Gustave Eiffel
Allée des Ponts & Chaussées
CS 5004
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Aquasys
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France
ANR
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France