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 (125)

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

01/01/2023

Artificial Neural Networks: advanced topics

Filippo Gatti

01/01/2023

Artificial Neural Networks: layer architectures, optimizers and automatic differentiation

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

01/01/2023

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

Michaël Bertin , 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

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

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

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

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

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

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

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 14/12/2021

Seamless Simulations of Earthquake Disasters and Economy at 1:1 scale Utilizing Big-data

Amit Gill , Maddegedara Lalith , Yoshiki Ogawa , Hideyuki O-Tani , Tsuyoshi Ichimura , Kohei Fujita , Muneo Hori , Filippo Gatti

Communication dans un congrès 27/09/2021

A Generative Adversarial Network Based Autoencoder for Structural Health Monitoring

Giorgia Colombera , Luca Rosafalco , Matteo Torzoni , Stefano Mariani , Andrea Manzoni , Alberto Corigliano , Filippo Gatti

Communication dans un congrès 23/09/2021

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

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

Article dans une revue 01/09/2021

Assessing the impact of regional geology on the ground motion model variability at the Kashiwazaki-Kariwa Nuclear Power Plant (Japan) via physics-based numerical simulation

David Castro-Cruz , Fernando Lopez‐caballero , Filippo Gatti , Fernando Lopez Caballero

Article dans une revue 01/05/2021

High-fidelity broadband prediction of regional seismic response: a hybrid coupling of physics-based synthetic simulation and empirical Green functions

David Castro-Cruz , Fernando Lopez‐caballero , Filippo Gatti , Fernando Lopez Caballero

Rapport 01/01/2021

SEM3D-High-resolution seismic wave propagation modelling from the fault to the structure for realistic earthquake scenarios. GENCI Allocation A0080410444

David Alejandro Castro Cruz , Fernando Lopez‐caballero , Filippo Gatti , Fernando Lopez Caballero

Article dans une revue 01/12/2020

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

Filippo Gatti , Didier Clouteau

Communication dans un congrès 13/09/2020

A Methodology For 3d Nonlinear Soil-Structure Interaction Using The Domain Reduction Method

Vinicius Alves Fernandes , F Lopez-Caballero , Irmela Zentner , François Voldoire , Filippo Gatti , Fernando Lopez Caballero

Communication dans un congrès 13/09/2020

Seismic hazard analysis of complex faults using Spectral element and empirical Green's function methods

David Castro-Cruz , F Lopez-Caballero , Fernando Lopez Caballero , Filippo Gatti

Communication dans un congrès 01/01/2020

Status of the HOLMES Experiment

M. Faverzani , B. Alpert , M. Balata , D. Backer , D. Bennet , A. Bevilaqua , M. Biasotti , M. Borghesi , G. Ceruti , M. de Gerone , R. Dressler , E. Ferri , J. Fowler , G. Gallucci , J. Gard , F. Gatti , A. Giachero , S. Heinitz , G. Hilton , U. Köster , Filippo Gatti

Communication dans un congrès 01/01/2020

Status of the HOLMES experiment to directly measure the electron neutrino mass with a calorimetric approach

Giovanni Gallucci , B. Alpert , M. Balata , D.T. Becker , D.A. Bennett , A. Bevilacqua , M. Biasotti , M. Borghesi , G. Ceruti , M. de Gerone , R. Dressler , M. Faverzani , E. Ferri , J.W. Fowler , J.D. Gard , F. Gatti , A. Giachero , J.P. Hays-Wehle , S. Heinitz , G.C. Hilton , Filippo Gatti

Communication dans un congrès 24/06/2019

Impact of 3D seismic input motion definition from physics-based simulations for soil-structure interaction studies

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