Filippo Gatti

Laboratoire

LMPS

Résumé

High-fidelity physics-based source-to-structure earthquake simulation Artificial Intelligence applied to seismology Dynamic Soil-Structure Interaction coupling High Performance Computing

Publications (137)

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

Communication dans un congrès 08/04/2024

Deep-learning-based surrogate model of laser-induced elastic wave propagation in metallic microstructures with elongated grains

Frédéric Allaire , Roberto Miorelli , Vincent Dorval , Jérôme Laurent , Filippo Gatti

Communication dans un congrès 08/04/2024

Deep-learning-based surrogate model of laser-induced elastic wave propagation in metallic microstructures with elongated grains

Frédéric Allaire , Roberto Miorelli , Vincent Dorval , Jérôme Laurent , Filippo Gatti

Communication dans un congrès 08/04/2024

Deep-learning-based surrogate model of laser-induced elastic wave propagation in metallic microstructures with elongated grains

Frédéric Allaire , Roberto Miorelli , Vincent Dorval , Jérôme Laurent , Filippo Gatti

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

Article dans une revue 01/01/2024

Accuracy of Magnetic Resonance Imaging in Clinical Endodontic Applications: a systematic review

Amanda Pelegrin Candemil , Guilherme Alves dos Santos , Matheus Oliveira , Yara T.C. Silva-Sousa , Alice Silva-Sousa , Jardel Francisco Mazzi-Chaves , Manoel Damião Sousa-Neto , Filippo Gatti

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

Communication dans un congrès 07/11/2023

Simulation 3D basée sur la physique pour la réponse sismique « de la faille à la structure »

Vinicius Alves Fernandes , Zentner Irmela , François Voldoire , Fernando Lopez‐caballero , Filippo Gatti , Fernando Lopez Caballero

Article dans une revue 01/10/2023

Multi-storey shear type buildings under earthquake loading: Adversarial learning-based prediction of the transient dynamics and damage classification

Luca Rosafalco , Giorgia Colombera , Stefano Mariani , Alberto Corigliano , Filippo Gatti

Communication dans un congrès 02/07/2023

A SEM/FEM weak coupling for a more accurate definition of seismic input excitation in soil-structure interaction studies: An adaptation for a massively parallel FEM resolution

Vinicius Alves Fernandes , Zentner Irmela , Nicolas Tardieu , François Voldoire , Fernando Lopez‐caballero , Filippo Gatti , Fernando Lopez Caballero

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 , Emmanuel Vazquez , Stephane Vialle

01/01/2023

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

Michaël Bertin , Filippo Gatti , Didier Clouteau

01/01/2023

Artificial Neural Networks: advanced topics

Filippo Gatti

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

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

01/01/2023

Artificial Neural Networks: layer architectures, optimizers and automatic differentiation

Filippo Gatti

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 01/01/2023

Blind broad-band (0-10 Hz) numerical prediction of the 3-D near field seismic response of a Mw6.0 extended fault scenario: application to the nuclear site of Cadarache (France)

David Alejandro Castro Cruz , Fernando Lopez‐caballero , Fabrice Hollender , Elias El Haber , Mathieu Causse , Filippo Gatti , Fernando Lopez Caballero

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

Article dans une revue 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 , Régis Cottereau , Lúcio de Abreu Corrêa , Ludovic Aubry , Filippo Gatti , Fernando Lopez Caballero , Didier Clouteau

Autre publication scientifique 01/01/2022

MIYAZAKI - The silent eyes of the forest

Filippo Gatti

Article dans une revue 01/01/2022

Status of the HOLMES Experiment

M. de Gerone , B. Alpert , M. Balata , D.T. Becker , D.A. Bennett , A. Bevilacqua , M. Borghesi , G. Ceruti , G.de Bodin de Galembert , R. Dressler , M. Faverzani , M. Fedkevych , E. Ferri , J.W. Fowler , G. Gallucci , J.D. Gard , F. Gatti , A. Giachero , G.C. Hilton , U. Köster , Filippo Gatti

Communication dans un congrès 01/01/2022

Generatives models approach on TFM data based on variational inference for multi-fidelity data generation

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

Article dans une revue 01/01/2022

Coupling spectral and Finite Element methods for 3D physic-based seismic analysis from fault to structure: Application to the Cadarache site in France

Reine Fares , David Alejandro Castro Cruz , Evelyne Foerster , Fernando Lopez‐caballero , Fernando Lopez Caballero , Filippo Gatti