Monsieur Ngo Nghi Truyen HUYNH / PhD

Publications

• A Distributed Hybrid Physics-AI Framework for Learning Corrections of Internal Hydrological Fluxes and Enhancing High-Resolution Regionalized Flood Modeling
  Hydrology and Earth System Sciences, 2025
  Ngo Nghi Truyen Huynh, Pierre-André Garambois, Benjamin Renard, François Colleoni, Jérôme Monnier, and Hélène Roux
  https://doi.org/10.5194/egusphere-2024-3665
  
• Hybrid Physics-AI and Neural ODE Approaches for Spatially Distributed Hydrological Modeling
  Geoscientific Model Development (in discussion), 2025
  Ngo Nghi Truyen Huynh, Pierre-André Garambois, François Colleoni, and Jérôme Monnier
  https://doi.org/10.5194/egusphere-2025-2797
  
• Improving parameter regionalization learning for spatialized differentiable hydrological models by assimilation of satellite-based soil moisture data
  Journal of Hydrology, 2025
  Mouad Ettalbi, Pierre-André Garambois, Ngo-Nghi-Truyen Huynh, Patrick Arnaud, Emmanuel Ferreira, Nicolas Baghdadi
  https://doi.org/10.1016/j.jhydrol.2025.133300
  
• SMASH v1.0: A Differentiable and Regionalizable High-Resolution Hydrological Modeling and Data Assimilation Framework
  Geoscientific Model Development, 2025
  François Colleoni, Ngo Nghi Truyen Huynh, Pierre-André Garambois, Maxime Jay-Allemand, Didier Organde, Benjamin Renard, Thomas De Fournas, Apolline El Baz, Julie Demargne, and Pierre Javelle
  https://doi.org/10.5194/egusphere-2025-690
  
• Spatially Distributed Gradient-Based Calibration and Parametric Sensitivity of a Spatialized Hydrological Model Over 235 French Catchments
  Journal of Hydrology: Regional Studies, 2025
  Pierre-André Garambois, François Colleoni, Ngo Nghi Truyen Huynh, Ahmad Akhtari, Ngoc Bao Nguyen, Apolline El-Baz, Maxime Jay-Allemand, Pierre Javelle
  https://doi.org/10.1016/j.ejrh.2025.102485
  
• Learning Regionalization Using Accurate Spatial Cost Gradients Within a Differentiable High-Resolution Hydrological Model: Application to the French Mediterranean Region
  Water Resources Research, 2024
  Ngo Nghi Truyen Huynh, Pierre-André Garambois, François Colleoni, Benjamin Renard, Hélène Roux, Julie Demargne, Maxime Jay-Allemand, Pierre Javelle
  https://doi.org/10.1029/2024WR037544
  
• Multiscale Learnable Physical Modeling and Data Assimilation Framework: Application to High-Resolution Regionalized Hydrological Simulation of Flash Floods
  Authorea, 2024
  Ngo Nghi Truyen Huynh, Pierre-André Garambois, Benjamin Renard, François Colleoni, Jérôme Monnier, Hélène Roux
  https://doi.org/10.22541/au.170709054.44271526/v2
  
• Multi-gauge Hydrological Variational Data Assimilation: Regionalization Learning with Spatial Gradients using Multilayer Perceptron and Bayesian-Guided Multivariate Regression
  SHF, 2023
  Ngo Nghi Truyen Huynh, Pierre-André Garambois, François Colleoni, Benjamin Renard, Hélène Roux
  https://doi.org/10.48550/arXiv.2307.02497
  
• Near-Surface Seismic Arrival Time Picking with Transfer and Semi-Supervised Learning
  Surveys in Geophysics, 2023
  Ngo Nghi Truyen Huynh, Roland Martin, Thomas Oberlin, Bastien Plazolles
  https://doi.org/10.1007/s10712-023-09783-y
  
• Signatures-and-sensitivity-based multi-criteria variational calibration for distributed hydrological modeling applied to Mediterranean floods
  Journal of Hydrology, 2023
  Ngo Nghi Truyen Huynh, Pierre-André Garambois, François Colleoni, Pierre Javelle
  https://doi.org/10.1016/j.jhydrol.2023.129992