Filippo Gatti

filippo.gatti [at] centralesupelec.fr

Résumé :

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

Publications :

  • Communication dans un congrès - 22 documents
    • Frédéric Allaire, Filippo Gatti, Roberto Miorelli, Vincent Dorval, Jérôme Laurent. Deep-learning-based surrogate model of laser-induced elastic wave propagation in metallic microstructures with elongated grains, 2024-05-22. (https://hal.science/hal-04546091)
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. Metamodèle de la propagation d'ondes sismiques 3D par opérateur neuronal de Fourier (FNO) amélioré avec un transfert d'apprentissage., 2024-05-13. (https://hal.science/hal-04531803)
    • Fanny Lehmann, Filippo Gatti, Michael Bertin, Didier Clouteau. Metamodèle de propagation d'onde sismique 3D par opérateur neuronal de Fourier (FNO) amélioré par l'apprentissage par transfert, 2024-05-13. (https://hal.science/hal-04610969)
    • Filippo Gatti, Ludovic Aubry, Éric Germaneau, Régis Cottereau, Wilfried Kirschenmann. Benchmark SEM3D sur des instances Google Cloud de type C2D optimisées pour le calcul utilisant le processeur AMD EPYC et sur GPU Nvidia A100, 2024-05-13. (https://hal.science/hal-04565088v2)
    • Filippo Gatti, Ludovic Aubry, Éric Germaneau, Régis Cottereau, Wilfried Kirschenmann. Benchmark SEM3D sur des instances Google Cloud de type C2D optimisées pour le calcul utilisant le processeur AMD EPYC et sur GPU Nvidia A100., 2024-05-13. (https://hal.science/hal-04610901)
    • Hugo Gabrielidis, Filippo Gatti, Stéphane Vialle, Gottfried Jacquet. Génération conditionnelle et inconditionnelle de signaux sismiques à l'aide de modèles de diffusion., 2024-05-13. (https://hal.science/hal-04531795v2)
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. Seismic hazard analysis with a Fourier Neural Operator (FNO) surrogate model enhanced by transfer learning, 2023-12-16. (https://hal.science/hal-04476126)
    • Michail Korres, Vinicius Alves Fernandes, Zentner Irmela, François Voldoire, Filippo Gatti, Fernando Lopez‐caballero. Simulation 3D basée sur la physique pour la réponse sismique « de la faille à la structure », 2023-11-07. (https://hal.science/hal-04290296)
    • Gerardo Granados, Roberto Miorelli, Filippo Gatti, Didier Clouteau. A deep learning framework for efficient global sensitivity analysis and SHAP values calculations applied to eddy current testing problems, 2023-07-24. (https://hal.science/hal-04250590)
    • Michail Korres, Vinicius Alves Fernandes, Zentner Irmela, Nicolas Tardieu, François Voldoire, Filippo Gatti, Fernando Lopez‐caballero. 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, 2023-07-02. (https://hal.science/hal-04290266)
    • Amit Gill, Maddegedara Lalith, Yoshiki Ogawa, Hideyuki O-Tani, Tsuyoshi Ichimura, Kohei Fujita, Filippo Gatti, Muneo Hori. Seamless Simulations of Earthquake Disasters and Economy at 1:1 scale Utilizing Big-data, 2021-12-14. (https://hal.science/hal-03677307)
    • Korres Michail, F Gatti, Vinicius Alves Fernandes, Fernando Lopez‐caballero, Zentner Irmela, François Voldoire. Impact of 3D seismic input motion definition from physics-based simulations for soil-structure interaction studies, 2019-06-24. (https://hal.science/hal-02395379)
    • Martin Colvez, Fernando Lopez‐caballero, F Gatti, Régis Cottereau. Assessing the influence of around-source deep crustal heterogeneities on the seismic wave propagation by 3-D broad-band numerical modelling, 2019-05-26. (https://hal.science/hal-02142977)
    • F Gatti, Fernando Lopez‐caballero. Predicting short-period spectral ordinates of hybrid ground shaking prediction tools: a comparative benchmark, 2019-05-26. (https://hal.science/hal-02142978)
    • Martin Colvez, Fernando Lopez‐caballero, Filippo Gatti, Régis Cottereau. On the effect of around-source crustal heterogeneities on 3-d regional seismic wave field, 2019-01-17. (https://hal.science/hal-04494730)
    • Filippo Gatti, Sara Touhami, Fernando Lopez‐caballero, Dimitris Pitilakis. 3-D source-to-site numerical investigation on the earthquake ground motion coherency in heterogeneous soil deposits, 2018-06-25. (https://hal.science/hal-01851736)
    • Elif Oral, Filippo Gatti, Fernando Lopez‐caballero. 3D Spectral Element Modeling of Near Source Effects Including Kinematic Rupture and Finite-Fault Effects, 2018-06-18. (https://hal.science/hal-01851739)
    • Filippo Gatti, Fernando Lopez‐caballero, D. Clouteau, Roberto Paolucci, Lúcio de Abreu Corrêa. Broad-band 3-D physics-based simulation of earthquake-induced wave-field at the Kashiwazaki-Kariwa Nuclear Power Plant (Japan): an all-embracing source-to-site approach, 2018-06-18. (https://hal.science/hal-01851734)
    • Sara Touhami, F Gatti, Fernando Lopez‐caballero, Fabrice Hollender, Edward Marc Cushing. Argostoli site, from site test to numerical model: a holistic approach, 2018-05. (https://hal.science/hal-01851742)
    • F Gatti, Luciano de Carvalho Paludo, Angkeara Svay, Fernando Lopez-Caballero, Régis Cottereau, Didier Clouteau. Investigation of the earthquake ground motion coherence in heterogeneous non-linear soil deposits, 2017-09-10. (https://hal.science/hal-01586963)
    • F Gatti, Fernando Lopez-Caballero, Lúcio de Abreu Corrêa, D Clouteau, R Paolucci. PHYSICS-BASED SCENARIO OF THE 2007 CHUETSU-OKI EARTHQUAKE, 2017-06-14. (https://hal.science/hal-01546804)
    • Filippo Gatti, Fernando Lopez‐caballero, Didier Clouteau. One-dimensional seismic soil response at the nuclear power plant of kashiwazaki-kariwa during the 2007 niigata-chuetsu-oki earthquake, 2015-09-01. (https://centralesupelec.hal.science/hal-02455818)
  • Pré-publication, Document de travail - 5 documents
    • Fanny Lehmann, Filippo Gatti, Didier Clouteau. Multiple-Input Fourier Neural Operator (MIFNO) for source-dependent 3D elastodynamics, 2024-05-01. (https://hal.science/hal-04565099)
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. Fourier Neural Operator Surrogate Model to Predict 3D Seismic Waves Propagation, 2023-10-20. (https://hal.science/hal-04252336)
    • Filippo Gatti. Artificial Neural Networks: advanced topics, 2023-09. (https://hal.science/hal-04363413)
    • Filippo Gatti. Artificial Neural Networks: layer architectures, optimizers and automatic differentiation, 2023-09. (https://hal.science/hal-04363414)
    • F Gatti, Sara Touhami, Fernando Lopez-Caballero, Roberto Paolucci, D. Clouteau, Vinicius Alves Fernandes, M. Kham, F. Voldoire. Broad-band 3-D earthquake simulation at nuclear site by an all-embracing source-to-structure approach, 2018-08-23. (https://hal.science/hal-01860115)
  • POSTER - 4 documents
    • Filippo Gatti, Fanny Lehmann, Hugo Gabrielidis, Michaël Bertin, Didier Clouteau, Stéphane Vialle. Deep learning generative strategies to enhance 3D physics-based seismic wave propagation: from diffusive super-resolution to 3D Fourier Neural Operators., 2024-04-14. (https://hal.science/hal-04534286)
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. A deep learning-based earthquake simulator: from source and geology to surface wavefields, 2024-04-14. (https://hal.science/hal-04534919)
    • 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. MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire, 2023-02-09. (https://hal.science/hal-03999654)
    • Antoine Benady, Fanny Lehmann, Afsal Pulikkathodi, Emmanuel Baranger, Ludovic Chamoin, Filippo Gatti, Didier Clouteau. Scientific machine learning and physics-augmented neural networks for hybrid digital twins, 2023. (https://hal.science/hal-04425617)
  • Article dans une revue - 16 documents
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. 3D elastic wave propagation with a Factorized Fourier Neural Operator (F-FNO), 2024-02. (https://hal.science/hal-04381365)
    • Amanda Pelegrin Candemil, Guilherme Alves dos Santos, Matheus Oliveira, Filippo Gatti, Yara T.C. Silva-Sousa, Alice Silva-Sousa, Jardel Francisco Mazzi-Chaves, Manoel Damião Sousa-Neto. ACCURACY OF MAGNETIC RESONANCE IMAGING IN CLINICAL ENDODONTIC APPLICATIONS: A SYSTEMATIC REVIEW, 2024-01. (https://hal.science/hal-04436247)
    • Filippo Gatti, Luca Rosafalco, Giorgia Colombera, Stefano Mariani, Alberto Corigliano. Multi-storey shear type buildings under earthquake loading: Adversarial learning-based prediction of the transient dynamics and damage classification, 2023-10. (https://hal.science/hal-04252260)
    • Michail Korres, Fernando Lopez‐caballero, Vinicius Alves Fernandes, Filippo Gatti, Zentner Irmela, François Voldoire, Didier Clouteau, David Alejandro Castro Cruz. Enhanced seismic response prediction of critical structures via 3D regional scale physics-based earthquake simulation, 2023. (https://hal.science/hal-03424424)
    • David Alejandro Castro Cruz, Filippo Gatti, Fernando Lopez‐caballero, Fabrice Hollender, Elias El Haber, Mathieu Causse. 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), 2023-01. (https://hal.science/hal-03764394)
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. Machine learning opportunities to conduct high-fidelity earthquake simulations in multi-scale heterogeneous geology, 2022-11-22. (https://hal.science/hal-04476116)
    • Sara Touhami, Filippo Gatti, Fernando Lopez-Caballero, Régis Cottereau, Lúcio de Abreu Corrêa, Ludovic Aubry, Didier Clouteau. SEM3D: A 3D High-Fidelity Numerical Earthquake Simulator for Broadband (0-10 Hz) Seismic Response Prediction at a Regional Scale, 2022-03-02. (https://hal.science/hal-03593533)
    • Reine Fares, David Alejandro Castro Cruz, Evelyne Foerster, Fernando Lopez‐caballero, Filippo Gatti. Coupling spectral and Finite Element methods for 3D physic-based seismic analysis from fault to structure: Application to the Cadarache site in France, 2022. (https://hal.science/hal-03769716)
    • David Castro-Cruz, Filippo Gatti, Fernando Lopez‐caballero. 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, 2021-09-01. (https://hal.science/hal-03325660)
    • David Castro-Cruz, Filippo Gatti, Fernando Lopez‐caballero. High-fidelity broadband prediction of regional seismic response: a hybrid coupling of physics-based synthetic simulation and empirical Green functions, 2021-05-01. (https://hal.science/hal-03216032)
    • Filippo Gatti, Didier Clouteau. Towards blending Physics-Based numerical simulations and seismic databases using Generative Adversarial Network, 2020-12. (https://hal.science/hal-03149443)
    • Filippo Gatti, Fernando Lopez-Caballero, Didier Clouteau, Roberto Paolucci. On the effect of the 3-D regional geology on the seismic design of critical structures: the case of the Kashiwazaki-Kariwa Nuclear Power Plant, 2018. (https://hal.science/hal-01691235)
    • Filippo Gatti, Fernando Lopez-Caballero, Roberto Paolucci, Didier Clouteau. Near-source effects and non-linear Site Response at Kashiwazaki-Kariwa Nuclear Power Plant, in the 2007 Chuetsu-Oki Earthquake: evidence from surface and downhole records and 1D numerical simulations, 2018. (https://hal.science/hal-01624887)
    • Roberto Paolucci, F Gatti, Maria Infantino, Chiara Smerzini, Ali Güney Özcebe, Marco Stupazzini. Broadband ground motions from 3D physics-based numerical simulations using artificial neural networks, 2018. (https://centralesupelec.hal.science/hal-02458681)
    • F Gatti, Sara Touhami, Fernando Lopez‐caballero, D. Clouteau, V Alves Fernandes, M. Kham, F. Voldoire. Broad-band 3-D earthquake simulation at nuclear site by an all-embracing source-to-structure approach, 2018. (https://hal.science/hal-01859717)
    • Sotirios Argyroudis, Grigorios Tsinidis, F Gatti, Kyriazis Pitilakis. Effects of SSI and lining corrosion on the seismic vulnerability of shallow circular tunnels, 2017. (https://centralesupelec.hal.science/hal-02458682)
  • PROCEEDINGS - 2 documents
    • Fanny Lehmann, Filippo Gatti, Michaël Bertin, Didier Clouteau. Advantages and promises of deep neural operators for the prediction of wave propagation, 2023-05-15. (https://hal.science/hal-04253679)
    • Gottfried Jacquet, Didier Clouteau, Filippo Gatti. Hybrid generation based on machine learning to enhance numerical simulation for earthquake, 2023-05-15. (https://hal.science/hal-04253676)
  • Rapport - 1 document
    • Filippo Gatti, David Alejandro Castro Cruz, Fernando Lopez‐caballero. SEM3D-High-resolution seismic wave propagation modelling from the fault to the structure for realistic earthquake scenarios. GENCI Allocation A0080410444, 2021. (https://hal.science/hal-04450043)
  • Thèse - 1 document
    • Filippo Gatti. Analyse physics-based de scénarios sismiques «de la faille au site» : prédiction de mouvement sismique fort pour l’étude de vulnérabilité sismique de structures critiques., 2017-09-25. (https://theses.hal.science/tel-01626230)