Ngo Nghi Truyen Huynh Researcher

Identifiants chercheurs

IdHAL :

ngo-nghi-truyenhuynh

ORCID :

0000-0001-5078-3865

arXiv :

huynh_n_3

Publications

Article dans une revue (6)

Improving parameter regionalization learning for spatialized differentiable hydrological models by assimilation of satellite-based soil moisture data Mouad Ettalbi,Pierre-André Garambois,Ngo-Nghi-Truyen Huynh,Patrick Arnaud,Emmanuel Ferreiraet al. Journal of Hydrology, 2025, 660, pp.133300. ⟨10.1016/j.jhydrol.2025.133300⟩ Article dans une revue hal-05193409v1
Spatially distributed gradient-based calibration and parametric sensitivity of a spatialized hydrological model over 235 French catchments Pierre-André Garambois,François Colleoni,Ngo Nghi Truyen Huynh,Ahmad Akhtari,Ngoc Bao Nguyenet al. Journal of Hydrology: Regional Studies, 2025, 60, pp.102485. ⟨10.1016/j.ejrh.2025.102485⟩ Article dans une revue hal-05567222v1
A distributed hybrid physics–AI framework for learning corrections of internal hydrological fluxes and enhancing high-resolution regionalized flood modeling Ngo Nghi Truyen Huynh,Pierre-André Garambois,Benjamin Renard,François Colleoni,Jérôme Monnieret al. Hydrology and Earth System Sciences, 2025, 29 (15), pp.3589-3613. ⟨10.5194/hess-29-3589-2025⟩ Article dans une revue hal-05221579v2
Learning Regionalization Using Accurate Spatial Cost Gradients Within a Differentiable High-Resolution Hydrological Model: Application to the French Mediterranean Region Ngo Nghi Truyen Huynh,Pierre-André Garambois,François Colleoni,Benjamin Renard,Hélène Rouxet al. Water Resources Research, 2024, 60 (11), ⟨10.1029/2024WR037544⟩ Article dans une revue hal-04145059v3
Near-Surface Seismic Arrival Time Picking with Transfer and Semi-Supervised Learning Ngo Nghi Truyen Huynh,Roland Martin,Thomas Oberlin,Bastien Plazolles Surveys in Geophysics, 2023, ⟨10.1007/s10712-023-09783-y⟩ Article dans une revue hal-03778597v2
Signatures-and-sensitivity-based multi-criteria variational calibration for distributed hydrological modeling applied to Mediterranean floods Ngo Nghi Truyen Huynh,Pierre-André Garambois,François Colleoni,Pierre Javelle Journal of Hydrology, 2023, 625 (0022-1694), pp.129992. ⟨10.1016/j.jhydrol.2023.129992⟩ Article dans une revue hal-03781526v4

Thèse (1)

Hybrid Physics-AI Approaches Integrating Neural Networks into Distributed Hydrological Models for Regional Flood Simulation Ngo Nghi Truyen Huynh Environmental Sciences. Aix-Marseile Université, 2025. English. ⟨NNT : 2025AIXM0174⟩ Thèse tel-05151541v2

Pré-publication, Document de travail (1)

Multiscale Learnable Physical Modeling and Data Assimilation Framework: Application to High-Resolution Regionalized Hydrological Simulation of Flash Floods Ngo Nghi Truyen Huynh,Pierre-André Garambois,Benjamin Renard,François Colleoni,Jérôme Monnieret al. 2024 Pré-publication, Document de travail hal-04498418v1

Proceedings/Recueil des communications (1)

Advanced Hybrid Data Assimilation for Parameter Regionalization within a Differentiable Spatially Distributed Hydrological Model and Uncertainty Correction with Bidirectional LSTM Ngo Nghi Truyen Huynh,Pierre-André Garambois,François Colleoni,Benjamin Renard,Hélène Roux AGU Annual Meeting, 2023 Proceedings/Recueil des communications hal-04389155v1

Communication dans un congrès (1)

Multi-gauge Hydrological Variational Data Assimilation: Regionalization Learning with Spatial Gradients using Multilayer Perceptron and Bayesian-Guided Multivariate Regression Ngo Nghi Truyen Huynh,Pierre-André Garambois,François Colleoni,Benjamin Renard,Hélène Roux Colloque SHF 2023 - Prévision des crues et des inondations, Nov 2023, Toulouse, France Communication dans un congrès hal-04149040v1