Filippo GATTI
- Université Paris-Saclay
- CentraleSupélec
- Centre National de la Recherche Scientifique (CNRS)
- Ecole Normale Supérieure Paris-Saclay (ENS Paris Saclay)
- Laboratoire de Mécanique Paris-Saclay (LMPS)
Présentation
Publications
Publications
Graph Transformer-Based Flood Susceptibility Assessment of the French Riviera: Implications for Railway Infrastructure Resilience3rd IACM Digital Twins in Engineering Conference (DTE 2025) & 1st ECCOMAS Artificial Intelligence and Computational Methods in Applied Science (AICOMAS 2025), Feb 2025, Paris, France. ⟨10.13140/RG.2.2.30056.17923⟩ |
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Pipeline for Semantic Segmentation of Large Railway Point CloudsIntelligent Data Engineering and Automated Learning – IDEAL 2024, Nov 2024, Valencia, Spain. pp.167-179, ⟨10.1007/978-3-031-77731-8_16⟩ |
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Data-driven Fluid Flow Prediction Using Conditional Score-based Diffusion ModelsAICOMAS 2025 - Artificial Intelligence and computational Methodes in Applied sciences, Feb 2025, Paris, France |
Conditional Score-Based Diffusion Models for Data-Driven Fluid Flow PredictionEuromech Colloquium on Data-Driven Fluid Dynamics/2nd ERCOFTACWorkshop on Machine Learning for Fluid Dynamics, Apr 2025, Londres, United Kingdom |
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Generation of samples of granular material using diffusion models26e Congrès Français de Mécanique, Laboratoire d'Etude des Microstructures et de Mécanique des Matériaux (LEM3 - UMR CNRS 7239), Aug 2025, Metz, France |
Modelling the impact of linear infrastructure on species dispersal in a changing climate: a scalable surrogate approachThe International Society for Ecological Modelling Global Conference 2025, The International Society for Ecological Modelling, Oct 2025, Kashiwa, Japan |
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Metamodèle de propagation d'onde sismique 3D par opérateur neuronal de Fourier (FNO) amélioré par l'apprentissage par transfert16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France |
Evaluación numérica de la amenaza sísmica de deslizamientos en los Andes Colombianos a escala regionalXVIII Congreso Colombiano de Geotecnia 2024, Nov 2024, Cali, Colombia |
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Metamodèle de la propagation d'ondes sismiques 3D par opérateur neuronal de Fourier (FNO) amélioré avec un transfert d'apprentissage.16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France. ⟨10.57745/LAI6YU⟩ |
Deep-learning-based surrogate model of laser-induced elastic wave propagation in metallic microstructures with elongated grains6th International Workshop on Laser-Ultrasound for Metals, SWERIM, May 2024, Kista, Sweden |
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Génération conditionnelle et inconditionnelle de signaux sismiques à l'aide de modèles de diffusion.16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France |
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Generation automatique de maillages hexaédriques pour des applications en géophysique à l'échelle régionale16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France |
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Benchmark SEM3D sur des instances Google Cloud de type C2D optimisées pour le calcul utilisant le processeur AMD EPYC et sur GPU Nvidia A10016ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France |
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Seismic hazard analysis with a Fourier Neural Operator (FNO) surrogate model enhanced by transfer learningNeurIPS AI for Science workshop, Dec 2023, New Orleans, United States |
Simulation 3D basée sur la physique pour la réponse sismique « de la faille à la structure »11ème colloque de l'Association Française du Génie ParaSismique (AFPS), Nov 2023, Guadeloupe (Antilles Francaises), France |
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A deep learning framework for efficient global sensitivity analysis and SHAP values calculations applied to eddy current testing problemsQNDE, Jul 2023, Austin, TX, United States. ⟨10.1115/QNDE2023-118352⟩ |
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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 resolutionXII International Conference on Structural Dynamics EURODYN2023, Jul 2023, Delft, Netherlands |
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Broadband Seismic Source-To-Structure Analysis Of The Kashiwazaki-Kariwa Nuclear Power Plant17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-8 |
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Seamless Simulations of Earthquake Disasters and Economy at 1:1 scale Utilizing Big-dataWI-IAT '21: IEEE/WIC/ACM International Conference on Web Intelligence, Dec 2021, Melbourne VIC, Australia. pp.101-108, ⟨10.1145/3498851.3498937⟩ |
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Seismic hazard analysis of complex faults using Spectral element and empirical Green's function methods17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-12 |
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A Methodology For 3d Nonlinear Soil-Structure Interaction Using The Domain Reduction Method17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-12 |
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Assessing the influence of around-source deep crustal heterogeneities on the seismic wave propagation by 3-D broad-band numerical modelling13th International Conference on Applications of Statistics and Probability in Civil Engineering(ICASP13), May 2019, Seoul, South Korea |
Impact of 3D seismic input motion definition from physics-based simulations for soil-structure interaction studies7th International Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, COMPDYN 2019, Jun 2019, Crete, Greece |
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Predicting short-period spectral ordinates of hybrid ground shaking prediction tools: a comparative benchmark13th International Conference on Applications of Statistics and Probability in Civil Engineering(ICASP13), May 2019, Seoul, South Korea |
On the effect of around-source crustal heterogeneities on 3-d regional seismic wave field7th International Conference on Earthquake Geotechnical Engineering, ICEGE 2019, Jan 2019, Roma, Italy |
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Argostoli site, from site test to numerical model: a holistic approachBest Practices in Physics-based Fault Rupture Models for Seismic Hazard Assessment of Nuclear Installations: issues and challenges towards full Seismic Risk Analysis, May 2018, Cadarache, France |
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3D Spectral Element Modeling of Near Source Effects Including Kinematic Rupture and Finite-Fault Effects16th European Conference on Earthquake Engineering (16ECEE), Jun 2018, Thessaloniki, Greece |
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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 approach16th European Conference on Earthquake Engineering (16ECEE), Jun 2018, Thessaloniki, Greece |
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3-D source-to-site numerical investigation on the earthquake ground motion coherency in heterogeneous soil deposits9th European Conference on Numerical Methods in Geotechnical Engineering, NUMGE 2018, Jun 2018, Porto, Portugal |
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Investigation of the earthquake ground motion coherence in heterogeneous non-linear soil depositsX International Conference on Structural Dynamics (EURODYN 2017), Sep 2017, Rome, Italy. pp.2354-2359, ⟨10.1016/j.proeng.2017.09.232⟩ |
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PHYSICS-BASED SCENARIO OF THE 2007 CHUETSU-OKI EARTHQUAKE6th ECCOMAS Thematic Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, Jun 2017, Rhodes, Greece. pp.C17465 |
One-dimensional seismic soil response at the nuclear power plant of kashiwazaki-kariwa during the 2007 niigata-chuetsu-oki earthquake15th International Conference on Civil, Structural and Environmental Engineering Computing, CIVIL-COMP 2015, Sep 2015, Prague, Czech Republic. pp.157, ⟨10.4203/ccp.108.157⟩ |
Artificial neural networksMachine learning in geomechanics 1, 1, John Wiley & Sons, Ltd, pp.145-236, 2024, 978-1-394-32563-4. ⟨10.1002/9781394325634.ch5⟩ |
MIYAZAKI - The silent eyes of the forestJCJC ANR 2022, 2022, ⟨10.13140/RG.2.2.16656.88321⟩ |
Rapport de la mission post-sismique du séisme du 1er Janvier 2024 de Noto (Japon)Association Française du Génie Parasismique. 2024, pp.1-238 |
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SEM3D-High-resolution seismic wave propagation modelling from the fault to the structure for realistic earthquake scenarios. GENCI Allocation A0080410444Université Paris-Saclay; CentraleSupelec. 2021 |
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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.Autre. Université Paris Saclay (COmUE); Politecnico di Milano, 2017. Français. ⟨NNT : 2017SACLC051⟩ |