Publications

Papers & preprints.

Journal articles and preprints, from the most recent to the earliest.

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2025

Computers & Geosciences

Hybrid Newton method for the acceleration of well event handling in the simulation of CO2 storage using supervised learning

Antoine Lechevallier, Sylvain Desroziers, Thibault Faney, Eric Flauraud, Frédéric Nataf

DOI Publisher BibTeX
Journal of Computational Physics

Parametrization and Cartesian representation techniques for robust resolution of chemical equilibria

Maxime Jonval, Ibtihel Ben Gharbia, Clément Cancès, Thibault Faney, Quang-Huy Tran

DOI Publisher BibTeX
Fluids

Machine Learning Model for Gas–Liquid Interface Reconstruction in CFD Numerical Simulations

Tamon Nakano, Michele Alessandro Bucci, Jean-Marc Gratien, Thibault Faney

DOI Publisher BibTeX

2024

Computers & Mathematics with Applications

An implicit GNN solver for Poisson-like problems

Matthieu Nastorg, Michele-Alessandro Bucci, Thibault Faney, Jean-Marc Gratien, Guillaume Charpiat, Marc Schoenauer

DOI Publisher BibTeX
Applied Energy

NNEoS : Neural network-based thermodynamically consistent equation of state for fast and accurate flash calculations

Jingang Qu, Soleiman Yousef, Thibault Faney, Jean-Charles de Hemptinne, Patrick Gallinari

DOI Publisher BibTeX

2023

arXiv · Preprint

HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization

Jingang Qu, Thibault Faney, Ze Wang, Patrick Gallinari, Soleiman Yousef, Jean-Charles de Hemptinne

DOI Publisher BibTeX
Chemical Geology

Machine learning model predicting hydrothermal dolomitisation for future coupling of basin modelling and geochemical simulations

N. Collard, T. Faney, P. A. Teboul, P. Bachaud, M. C. Cacas-Stentz, C. Gout

DOI Publisher BibTeX
Energy & Fuels

Clustering-Enhanced Deep Learning Method for Computation of Full Detailed Thermochemical States via Solver-Based Adaptive Sampling

Xi Chen, Cédric Mehl, Thibault Faney, Florent Di Meglio

DOI Publisher BibTeX
Fuel

PTFlash : A vectorized and parallel deep learning framework for two-phase flash calculation

Jingang Qu, Thibault Faney, Jean-Charles de Hemptinne, Soleiman Yousef, Patrick Gallinari

DOI Publisher BibTeX