Filippo Gatti

Laboratoire

Laboratoire de Mécanique Paris-Saclay

Résumé

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

Publications (82)

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

Filippo Gatti , 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

Michail Korres , Vinicius Alves Fernandes , Zentner Irmela , Nicolas Tardieu , François Voldoire , Filippo Gatti , 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 , Didier Clouteau , Filippo Gatti

Proceedings 15/05/2023

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

Fanny Lehmann , Filippo Gatti , Michaël Bertin , Didier Clouteau , Filippo Gatti , Didier Clouteau

Poster de conférence 09/02/2023

MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire

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

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 , Filippo Gatti , Fernando Lopez‐caballero , Fabrice Hollender , Elias El Haber , Mathieu Causse , Filippo Gatti , Fernando Lopez Caballero

01/01/2023

Artificial Neural Networks: layer architectures, optimizers and automatic differentiation

Filippo Gatti , Filippo Gatti

Poster de conférence 01/01/2023

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

Antoine Benady , Fanny Lehmann , Afsal Pulikkathodi , Emmanuel Baranger , Ludovic Chamoin , Filippo Gatti , Didier Clouteau , Filippo Gatti , Didier Clouteau

01/01/2023

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

Fanny Lehmann , Filippo Gatti , Michaël Bertin , Didier Clouteau , 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 , Filippo Gatti , Didier Clouteau