Didier Clouteau

Laboratoire

LMPS

Site WEB

Publications (131)

Article dans une revue 19/03/2026

Correction: Pawelkiewicz et al. Introducing Machine Learning in Teaching Quantum Mechanics. Atoms 2025, 13, 66

M. Pawelkiewicz , Viatcheslav Kokoouline , Mehdi Adrien Ayouz , Filippo Gatti , Didier Clouteau , Mehdi Ayouz

27/01/2026

Divergence-Free Diffusion Models for Incompressible Fluid Flows

Wilfried Genuist , Éric Savin , Filippo Gatti , Didier Clouteau

Communication dans un congrès 19/10/2025

Modelling the impact of linear infrastructure on species dispersal in a changing climate: a scalable surrogate approach

Carmen Bessa-Gomes , Didier Clouteau , Pierre Jehel , Filippo Gatti

29/05/2025

Autoregressive regularized score-based diffusion models for multi-scenarios fluid flow prediction

Wilfried Genuist , Éric Savin , Filippo Gatti , Didier Clouteau

Article dans une revue 03/02/2025

Multiple-Input Fourier Neural Operator (MIFNO) for source-dependent 3D elastodynamics

Filippo Gatti , Didier Clouteau

Communication dans un congrès 01/01/2025

Conditional Score-Based Diffusion Models for Data-Driven Fluid Flow Prediction

Wilfried Genuist , Éric Savin , Filippo Gatti , Didier Clouteau

Communication dans un congrès 01/01/2025

Score-Based Diffusion Models with Autocorrelation Regularization for Fluid Flow Prediction

Wilfried Genuist , E Savin , D Clouteau , Filippo Gatti , Didier Clouteau

Communication dans un congrès 01/01/2025

Data-driven Fluid Flow Prediction Using Conditional Score-based Diffusion Models

Wilfried Genuist , Éric Savin , Filippo Gatti , Didier Clouteau

Article dans une revue 16/09/2024

Uncertainty propagation from crustal geologies to rock-site ground motion with a Fourier Neural Operator

Michaël Bertin , Damien Grenié , Filippo Gatti , Didier Clouteau

Article dans une revue 03/09/2024

Synthetic ground motions in heterogeneous geologies from various sources: the HEMEW S -3D database

Michaël Bertin , Filippo Gatti , Didier Clouteau

Article dans une revue 01/09/2024

Generative domain-adapted adversarial auto-encoder model for enhanced ultrasonic imaging applications

Gerardo Granados , F. Gatti , R. Miorelli , Sébastien Robert , D. Clouteau , Filippo Gatti , Didier Clouteau

Article dans une revue 01/09/2024

Generative domain-adapted adversarial auto-encoder model for enhanced ultrasonic imaging applications

Gerardo Granados , F. Gatti , R. Miorelli , Sébastien Robert , D. Clouteau , Filippo Gatti , Didier Clouteau

Communication dans un congrès 13/05/2024

Metamodèle de propagation d'onde sismique 3D par opérateur neuronal de Fourier (FNO) amélioré par l'apprentissage par transfert

Michaël Bertin , Filippo Gatti , Didier Clouteau

Communication dans un congrès 13/05/2024

Metamodèle de la propagation d'ondes sismiques 3D par opérateur neuronal de Fourier (FNO) amélioré avec un transfert d'apprentissage.

Michaël Bertin , Filippo Gatti , Didier Clouteau

Poster de conférence 14/04/2024

A deep learning-based earthquake simulator: from source and geology to surface wavefields

Michaël Bertin , Filippo Gatti , Didier Clouteau

Poster de conférence 14/04/2024

Deep learning generative strategies to enhance 3D physics-based seismic wave propagation: from diffusive super-resolution to 3D Fourier Neural Operators.

Hugo Gabrielidis , Michaël Bertin , Filippo Gatti , Didier Clouteau , Stephane Vialle

Poster de conférence 03/04/2024

Quantifying uncertainties in seismic waves propagation with a Fourier Neural Operator surrogate model

M. Bertin , D Clouteau , Filippo Gatti , Didier Clouteau

Article dans une revue 01/02/2024

3D elastic wave propagation with a Factorized Fourier Neural Operator (F-FNO)

Michaël Bertin , Filippo Gatti , Didier Clouteau

01/01/2024

Predictive Modeling of Fluid Flows Using Conditional Score-Based Diffusion Models

Wilfried Genuist , Éric Savin , Filippo Gatti , Didier Clouteau

Communication dans un congrès 16/12/2023

Seismic hazard analysis with a Fourier Neural Operator (FNO) surrogate model enhanced by transfer learning

Michaël Bertin , Filippo Gatti , Didier Clouteau

Proceedings 15/05/2023

Hybrid generation based on machine learning to enhance numerical simulation for earthquake

Gottfried Jacquet , Didier Clouteau , Filippo Gatti

Proceedings 15/05/2023

Advantages and promises of deep neural operators for the prediction of wave propagation

Michaël Bertin , Filippo Gatti , Didier Clouteau

Poster de conférence 09/02/2023

MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire

Emmanuelle Baudry , R El Mesri , Amélie Fau , Hugo Gabrielidis , Pierre-Etienne Gautier , Fernando Lopez-Caballero , É Massoulié , Frédéric Ragueneau , Didier Clouteau , Filippo Gatti , Céline Hudelot , Pierre Jehel , Fernando Lopez Caballero , Gianluca Quercini , Emmanuel Vazquez , Stephane Vialle

Article dans une revue 01/01/2023

Enhanced seismic response prediction of critical structures via 3D regional scale physics-based earthquake simulation

Fernando Lopez‐caballero , Vinicius Alves Fernandes , Zentner Irmela , François Voldoire , David Alejandro Castro Cruz , Fernando Lopez Caballero , Filippo Gatti , Didier Clouteau

01/01/2023

Fourier Neural Operator Surrogate Model to Predict 3D Seismic Waves Propagation

Michaël Bertin , Filippo Gatti , Didier Clouteau

Article dans une revue 01/01/2023

Towards a multi-fidelity deep learning framework for a fast and realistic generation of ultrasonic multi-modal Total Focusing Method images in complex geometries

Gerardo Granados , Roberto Miorelli , Sébastien Robert , Filippo Gatti , Didier Clouteau

Communication dans un congrès 01/01/2023

A deep learning framework for efficient global sensitivity analysis and SHAP values calculations applied to eddy current testing problems

Gerardo Granados , Roberto Miorelli , Filippo Gatti , Didier Clouteau

Poster de conférence 01/01/2023

Scientific machine learning and physics-augmented neural networks for hybrid digital twins

Afsal Pulikkathodi , Ludovic Chamoin , Filippo Gatti , Didier Clouteau

Article dans une revue 22/11/2022

Machine learning opportunities to conduct high-fidelity earthquake simulations in multi-scale heterogeneous geology

Michaël Bertin , Filippo Gatti , Didier Clouteau

Poster de conférence 26/10/2022

Generative model approach on TFM data based on variational inference for muti-fidelity data generation

Gerardo Granados , Giorgia Colombera , Roberto Miorelli , Sébastien Robert , Filippo Gatti , Didier Clouteau