Didier Clouteau

Laboratory

Paris-Saclay Mechanics Laboratory

Website

Publications (124)

27/01/2026

Divergence-Free Diffusion Models for Incompressible Fluid Flows

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Communication at a conference 19/10/2025

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

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

29/05/2025

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

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Article in a journal 03/02/2025

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

Philip Gatti , Didier Clouteau

Communication at a conference 01/01/2025

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

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Communication at a conference 01/01/2025

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

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Communication at a conference 01/01/2025

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

Wilfried Genuist , E Savin , D Clouteau , Didier Clouteau

Article in a journal 16/09/2024

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

Michael Bertin , Damien Grenié , Philip Gatti , Didier Clouteau

Article in a journal 03/09/2024

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

Michael Bertin , Philip Gatti , Didier Clouteau

Article in a journal 01/09/2024

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

Gerardo Granados , F. Gatti , R. Miorelli , Sebastian Robert , D. Clouteau , Philip Gatti , Didier Clouteau

Communication at a conference 13/05/2024

Metamodel of 3D seismic wave propagation by Fourier neural operator (FNO) improved with transfer learning.

Michael Bertin , Philip Gatti , Didier Clouteau

Communication at a conference 13/05/2024

3D seismic wave propagation metamodel using Fourier neural operator (FNO) improved by transfer learning

Michael Bertin , Philip Gatti , Didier Clouteau

Conference poster 14/04/2024

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

Michael Bertin , Philip Gatti , Didier Clouteau

Conference poster 03/04/2024

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

Mr. Bertin , D Clouteau , Philip Gatti , Didier Clouteau

Article in a journal 01/02/2024

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

Michael Bertin , Philip Gatti , Didier Clouteau

01/01/2024

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

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Communication at a conference 16/12/2023

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

Michael Bertin , Philip Gatti , Didier Clouteau

Proceedings 15/05/2023

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

Michael Bertin , Philip Gatti , Didier Clouteau

Proceedings 15/05/2023

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

Gottfried Jacquet , Didier Clouteau , Philip Gatti

Conference poster 09/02/2023

MINERVE - A digital twin to manage railway infrastructure

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

01/01/2023

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

Michael Bertin , Philip Gatti , Didier Clouteau

Communication at a conference 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 , Philip Gatti , Didier Clouteau

Conference poster 01/01/2023

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

Afsal Pulikkathodi , Ludovic Chamoin , Philip Gatti , Didier Clouteau

Article in a journal 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 , Philip Gatti , Didier Clouteau

Article in a journal 22/11/2022

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

Michael Bertin , Philip Gatti , Didier Clouteau

Article in a journal 02/03/2022

SEM3D: A 3D High-Fidelity Numerical Earthquake Simulator for Broadband (0-10 Hz) Seismic Response Prediction at a Regional Scale

Sara Touhami , Fernando Lopez-Caballero , Regis Cottereau , Lucio de Abreu Corrêa , Ludovic Aubry , Philip Gatti , Fernando Lopez Caballero , Didier Clouteau

Communication at a conference 23/09/2021

Broadband Seismic Source-To-Structure Analysis Of The Kashiwazaki-Kariwa Nuclear Power Plant

David Castro-Cruz , Fernando Lopez-Caballero , D Clouteau , Philip Gatti , Didier Clouteau

Article in a journal 01/02/2021

A holistic approach of numerical analysis of the geology effects on ground motion prediction: Argostoli site test

Sara Touhami , Fernando Lopez-Caballero , Fernando Lopez Caballero , Didier Clouteau

Article in a journal 01/12/2020

Towards blending Physics-Based numerical simulations and seismic databases using Generative Adversarial Network

Philip Gatti , Didier Clouteau

Communication at a conference 26/05/2019

Numerical analysis of local geology effects on ground motion prediction

Sara Touhami , Fernando Lopez-Caballero , Fernando Lopez Caballero , Didier Clouteau