Filippo GATTI Filippo Gatti (PhD) Maître de Conférences

Identifiants chercheurs

IdHAL :

gattif

ORCID :

0000-0001-7174-4048

IdRef :

219813604

Présentation

Publications

Article dans une revue (27)

Correction: Pawelkiewicz et al. Introducing Machine Learning in Teaching Quantum Mechanics. Atoms 2025, 13, 66 M. Pawelkiewicz,Filippo Gatti,Didier Clouteau,Viatcheslav Kokoouline,Mehdi Adrien Ayouz Atoms, 2026, 14 (3), pp.25. ⟨10.3390/atoms14030025⟩ Article dans une revue hal-05560812v1
Physics-based super-resolved simulation of 3D elastic wave propagation adopting scalable diffusion transformer Hugo Gabrielidis,Filippo Gatti,Stéphane Vialle Computer Physics Communications, 2026, 320, pp.109930. ⟨10.1016/j.cpc.2025.109930⟩ Article dans une revue hal-05485963v1
Impact of artifact reduction using generative adversarial networks on diagnostic accuracy in cone-beam computed tomography Amanda Candemil Kanashiro,Hugo Gabrielidis,Filippo Gatti,Manoel Damião Sousa-Neto Journal of Dentistry, 2026, 167, pp.106400. ⟨10.1016/j.jdent.2026.106400⟩ Article dans une revue hal-05549512v1
Multiple-Input Fourier Neural Operator (MIFNO) for source-dependent 3D elastodynamics Fanny Lehmann,Filippo Gatti,Didier Clouteau Journal of Computational Physics, 2025, 527, pp.113813. ⟨10.1016/j.jcp.2025.113813⟩ Article dans une revue hal-04565099v1
Metamodeling elastic wave propagation using a mixed factorized Fourier encoder-decoder for online laser-ultrasound testing in additive manufacturing Frédéric Allaire,Filippo Gatti,Roberto Miorelli,Vincent Dorval,Jérôme Laurent Engineering Applications of Artificial Intelligence, 2025, 160 (Part C), pp.111893. ⟨10.1016/j.engappai.2025.111893⟩ Article dans une revue hal-05011076v2
Numerical earthquake-induced landslide hazard assessment at regional scale in the Colombian Andes Exneyder A Montoya-Araque,Silvana Montoya-Noguera,Fernando Lopez‐caballero,Filippo Gatti Soil Dynamics and Earthquake Engineering, 2025, 195 (109370), pp.109370. ⟨10.1016/j.soildyn.2025.109370⟩ Article dans une revue hal-04984097v1
Diagnostic performance of artefact-reduced cone-beam CT images using a generative adversarial neural network Amanda Pelegrin Candemil,Hugo Gabrielidis,Filippo Gatti,Benjamin Salmon,Matheus Oliveiraet al. Expert Systems with Applications, In press, 296 (Part B), pp.128907. ⟨10.1016/j.eswa.2025.128907⟩ Article dans une revue hal-05157692v1
Breaking the Black Box: Inherently Interpretable Physics‐Constrained Machine Learning With Weighted Mixed‐Effects for Imbalanced Seismic Data Vemula Sreenath,Filippo Gatti,Pierre Jehel Journal of Geophysical Research. Machine Learning and Computation, 2025, 2 (4), ⟨10.1029/2025JH000974⟩ Article dans une revue hal-05513514v1
Generative domain-adapted adversarial auto-encoder model for enhanced ultrasonic imaging applications Gerardo Granados,F. Gatti,R. Miorelli,Sébastien Robert,D. Clouteau NDT & E International, 2024, 148, 103234 (15 p.). ⟨10.1016/j.ndteint.2024.103234⟩ Article dans une revue hal-04703457v1
Uncertainty propagation from crustal geologies to rock-site ground motion with a Fourier Neural Operator Fanny Lehmann,Filippo Gatti,Michaël Bertin,Damien Grenié,Didier Clouteau European Journal of Environmental and Civil Engineering, 2024, pp.1-18. ⟨10.1080/19648189.2024.2393883⟩ Article dans une revue hal-04699431v1
Synthetic ground motions in heterogeneous geologies from various sources: the HEMEW S -3D database Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau Earth System Science Data, 2024, 16 (9), pp.3949-3972. ⟨10.5194/essd-16-3949-2024⟩ Article dans une revue hal-04699436v1
3D elastic wave propagation with a Factorized Fourier Neural Operator (F-FNO) Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau Computer Methods in Applied Mechanics and Engineering, 2024, 420, pp.116718. ⟨10.1016/j.cma.2023.116718⟩ Article dans une revue hal-04381365v1
Accuracy of Magnetic Resonance Imaging in Clinical Endodontic Applications: a systematic review Amanda Pelegrin Candemil,Guilherme Alves dos Santos,Matheus Oliveira,Filippo Gatti,Yara T.C. Silva-Sousaet al. Journal of Endodontics, 2024, ⟨10.1016/j.joen.2024.01.014⟩ Article dans une revue hal-04436247v1
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 Soil Dynamics and Earthquake Engineering, 2023, 173, pp.108141. ⟨10.1016/j.soildyn.2023.108141⟩ Article dans une revue hal-04252260v1
Enhanced seismic response prediction of critical structures via 3D regional scale physics-based earthquake simulation Michail Korres,Fernando Lopez‐caballero,Vinicius Alves Fernandes,Filippo Gatti,Zentner Irmelaet al. Journal of Earthquake Engineering, 2023, 27 (3), pp.546-574. ⟨10.1080/13632469.2021.2009061⟩ Article dans une revue hal-03424424v1
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 Haberet al. Geophysical Journal International, 2023, 232 (1), pp.581-600. ⟨10.1093/gji/ggac346⟩ Article dans une revue hal-03764394v1
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,Filippo Gatti Nuclear Engineering and Design, 2022, 397 (1), pp.111954. ⟨10.1016/j.nucengdes.2022.111954⟩ Article dans une revue hal-03769716v1
SEM3D: A 3D High-Fidelity Numerical Earthquake Simulator for Broadband (0-10 Hz) Seismic Response Prediction at a Regional Scale Sara Touhami,Filippo Gatti,Fernando Lopez-Caballero,Régis Cottereau,Lúcio de Abreu Corrêaet al. Geosciences, 2022, 12 (112), ⟨10.3390/geosciences12030112⟩ Article dans une revue hal-03593533v1
Machine learning opportunities to conduct high-fidelity earthquake simulations in multi-scale heterogeneous geology Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau Frontiers in Earth Science, 2022, 10, ⟨10.3389/feart.2022.1029160⟩ Article dans une revue hal-04476116v1
High-fidelity broadband prediction of regional seismic response: a hybrid coupling of physics-based synthetic simulation and empirical Green functions David Castro-Cruz,Filippo Gatti,Fernando Lopez‐caballero Natural Hazards, 2021, 108 (1), pp.1997-2031. ⟨10.1007/s11069-021-04766-x⟩ Article dans une revue hal-03216032v1
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,Filippo Gatti,Fernando Lopez‐caballero Soil Dynamics and Earthquake Engineering, 2021, 150 (1), pp.106947. ⟨10.1016/j.soildyn.2021.106947⟩ Article dans une revue hal-03325660v1
Towards blending Physics-Based numerical simulations and seismic databases using Generative Adversarial Network Filippo Gatti,Didier Clouteau Computer Methods in Applied Mechanics and Engineering, 2020, 372, pp.113421. ⟨10.1016/j.cma.2020.113421⟩ Article dans une revue hal-03149443v1
Broad-band 3-D earthquake simulation at nuclear site by an all-embracing source-to-structure approach F Gatti,Sara Touhami,Fernando Lopez‐caballero,D. Clouteau,V Alves Fernandeset al. Soil Dynamics and Earthquake Engineering, 2018, 115 (1), pp.263-280. ⟨10.1016/j.soildyn.2018.08.028⟩ Article dans une revue hal-01859717v1
Broadband ground motions from 3D physics-based numerical simulations using artificial neural networks Roberto Paolucci,F Gatti,Maria Infantino,Chiara Smerzini,Ali Güney Özcebeet al. Bulletin of the Seismological Society of America, 2018, 108 (3A), pp.1272-1286. ⟨10.1785/0120170293⟩ Article dans une revue hal-02458681v1
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 Filippo Gatti,Fernando Lopez-Caballero,Didier Clouteau,Roberto Paolucci Geophysical Journal International, 2018, 213 (2), pp.1073-1092. ⟨10.1093/gji/ggy027⟩ Article dans une revue hal-01691235v1
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 Filippo Gatti,Fernando Lopez-Caballero,Roberto Paolucci,Didier Clouteau Bulletin of Earthquake Engineering, 2018, 16 (3), pp.1105-1135. ⟨10.1007/s10518-017-0255-y⟩ Article dans une revue hal-01624887v1
Effects of SSI and lining corrosion on the seismic vulnerability of shallow circular tunnels Sotirios Argyroudis,Grigorios Tsinidis,F Gatti,Kyriazis Pitilakis Soil Dynamics and Earthquake Engineering, 2017, 98, pp.244-256. ⟨10.1016/j.soildyn.2017.04.016⟩ Article dans une revue hal-02458682v1

Communication dans un congrès (33)

Graph Transformer Transferability for Flood Scusceptibility mapping in contrasting regions Sreenath Vemula,Filippo Gatti,Pierre Jehel International Structural Engineering and Construction Society (ISEC), Villa, V., Domaneschi, M., Singh, A., and Yazdani S., Sep 2026, Torino, Italy. ⟨10.14455/ISEC.2026.13(2).RAD-02⟩ Communication dans un congrès hal-05550867v1
Generation of samples of granular material using diffusion models Muhammad Moeeze Hassan,Régis Cottereau,Filippo Gatti,Patryk Dec 26e Congrès Français de Mécanique, Laboratoire d'Etude des Microstructures et de Mécanique des Matériaux (LEM3 - UMR CNRS 7239), Aug 2025, Metz, France Communication dans un congrès hal-05313010v1
Graph Transformer-Based Flood Susceptibility Assessment of the French Riviera: Implications for Railway Infrastructure Resilience Sreenath Vemula,Filippo Gatti,Pierre Jehel 3rd 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⟩ Communication dans un congrès hal-04963654v1
Pipeline for Semantic Segmentation of Large Railway Point Clouds Hugo Gabrielidis,Filippo Gatti,Stephane Vialle IDEAL 2024 - Intelligent Data Engineering and Automated Learning, Nov 2024, Valencia, Spain. pp.167-179, ⟨10.1007/978-3-031-77731-8_16⟩ Communication dans un congrès hal-04811058v1
Data-driven Fluid Flow Prediction Using Conditional Score-based Diffusion Models Wilfried Genuist,Éric Savin,Filippo Gatti,Didier Clouteau AICOMAS 2025 - Artificial Intelligence and computational Methodes in Applied sciences, Feb 2025, Paris, France Communication dans un congrès hal-05120431v1
Conditional Score-Based Diffusion Models for Data-Driven Fluid Flow Prediction Wilfried Genuist,Eric Savin,Filippo Gatti,Didier Clouteau Euromech Colloquium on Data-Driven Fluid Dynamics/2nd ERCOFTACWorkshop on Machine Learning for Fluid Dynamics, Apr 2025, Londres, United Kingdom Communication dans un congrès hal-05455904v1
Modelling the impact of linear infrastructure on species dispersal in a changing climate: a scalable surrogate approach Jean-Baptiste Page,Didier Clouteau,Pierre Jehel,Filippo Gatti,Carmen Bessa-Gomes The International Society for Ecological Modelling Global Conference 2025, The International Society for Ecological Modelling, Oct 2025, Kashiwa, Japan Communication dans un congrès hal-05127811v1
Metamodèle de propagation d'onde sismique 3D par opérateur neuronal de Fourier (FNO) amélioré par l'apprentissage par transfert Fanny Lehmann,Filippo Gatti,Michael Bertin,Didier Clouteau 16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France Communication dans un congrès hal-04610969v1
Deep-learning-based surrogate model of laser-induced elastic wave propagation in metallic microstructures with elongated grains Frédéric Allaire,Filippo Gatti,Roberto Miorelli,Vincent Dorval,Jerome Laurent 6th International Workshop on Laser-Ultrasound for Metals, SWERIM, May 2024, Kista, Sweden Communication dans un congrès cea-05597059v1
Evaluación numérica de la amenaza sísmica de deslizamientos en los Andes Colombianos a escala regional Exneyder Montoya-Araque,Silvana Montoya-Noguera,Fernando Lopez‐caballero,Filippo Gatti XVIII Congreso Colombiano de Geotecnia 2024, Nov 2024, Cali, Colombia Communication dans un congrès hal-04773219v1
Metamodèle de la propagation d'ondes sismiques 3D par opérateur neuronal de Fourier (FNO) amélioré avec un transfert d'apprentissage. Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau 16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France. ⟨10.57745/LAI6YU⟩ Communication dans un congrès hal-04531803v1
Génération conditionnelle et inconditionnelle de signaux sismiques à l'aide de modèles de diffusion. Hugo Gabrielidis,Filippo Gatti,Stéphane Vialle,Gottfried Jacquet 16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France Communication dans un congrès hal-04531795v2
Generation automatique de maillages hexaédriques pour des applications en géophysique à l'échelle régionale Lucio de Abreu Correa,Filippo Gatti,Jose Camata,Régis Cottereau,Alvaro Coutinho 16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France Communication dans un congrès hal-04822986v1
Benchmark SEM3D sur des instances Google Cloud de type C2D optimisées pour le calcul utilisant le processeur AMD EPYC et sur GPU Nvidia A100 Filippo Gatti,Ludovic Aubry,Éric Germaneau,Régis Cottereau,Wilfried Kirschenmann 16ème Colloque National en Calcul de Structures (CSMA 2024), CNRS; CSMA; ENS Paris-Saclay; CentraleSupélec, May 2024, Hyères, France Communication dans un congrès hal-04565088v2
Seismic hazard analysis with a Fourier Neural Operator (FNO) surrogate model enhanced by transfer learning Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau NeurIPS AI for Science workshop, Dec 2023, New Orleans, United States Communication dans un congrès hal-04476126v1
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 Voldoireet al. XII International Conference on Structural Dynamics EURODYN2023, Jul 2023, Delft, Netherlands Communication dans un congrès hal-04290266v1
Simulation 3D basée sur la physique pour la réponse sismique « de la faille à la structure » Michail Korres,Vinicius Alves Fernandes,Zentner Irmela,François Voldoire,Filippo Gattiet al. 11ème colloque de l'Association Française du Génie ParaSismique (AFPS), Nov 2023, Guadeloupe (Antilles Francaises), France Communication dans un congrès hal-04290296v1
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 QNDE, Jul 2023, Austin, TX, United States. ⟨10.1115/QNDE2023-118352⟩ Communication dans un congrès hal-04250590v1
Seamless Simulations of Earthquake Disasters and Economy at 1:1 scale Utilizing Big-data Amit Gill,Maddegedara Lalith,Yoshiki Ogawa,Hideyuki O-Tani,Tsuyoshi Ichimuraet al. WI-IAT '21: IEEE/WIC/ACM International Conference on Web Intelligence, Dec 2021, Melbourne VIC, Australia. pp.101-108, ⟨10.1145/3498851.3498937⟩ Communication dans un congrès hal-03677307v1
Broadband Seismic Source-To-Structure Analysis Of The Kashiwazaki-Kariwa Nuclear Power Plant Filippo Gatti,Michail Korres,David Castro-Cruz,Fernando Lopez-Caballero,D Clouteau 17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-8 Communication dans un congrès hal-04680639v1
A Methodology For 3d Nonlinear Soil-Structure Interaction Using The Domain Reduction Method Michail Korres,Filippo Gatti,Vinicius Alves Fernandes,F Lopez-Caballero,Irmela Zentneret al. 17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-12 Communication dans un congrès hal-04680636v1
Seismic hazard analysis of complex faults using Spectral element and empirical Green's function methods David Castro-Cruz,F Lopez-Caballero,Filippo Gatti 17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-12 Communication dans un congrès hal-04680642v1
Assessing the influence of around-source deep crustal heterogeneities on the seismic wave propagation by 3-D broad-band numerical modelling Martin Colvez,Fernando Lopez‐caballero,F Gatti,Régis Cottereau 13th International Conference on Applications of Statistics and Probability in Civil Engineering(ICASP13), May 2019, Seoul, South Korea Communication dans un congrès hal-02142977v1
Predicting short-period spectral ordinates of hybrid ground shaking prediction tools: a comparative benchmark F Gatti,Fernando Lopez‐caballero 13th International Conference on Applications of Statistics and Probability in Civil Engineering(ICASP13), May 2019, Seoul, South Korea Communication dans un congrès hal-02142978v1
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 Irmelaet al. 7th International Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, COMPDYN 2019, Jun 2019, Crete, Greece Communication dans un congrès hal-02395379v1
On the effect of around-source crustal heterogeneities on 3-d regional seismic wave field Martin Colvez,Fernando Lopez‐caballero,Filippo Gatti,Régis Cottereau 7th International Conference on Earthquake Geotechnical Engineering, ICEGE 2019, Jan 2019, Roma, Italy Communication dans un congrès hal-04494730v1
3-D source-to-site numerical investigation on the earthquake ground motion coherency in heterogeneous soil deposits Filippo Gatti,Sara Touhami,Fernando Lopez‐caballero,Dimitris Pitilakis 9th European Conference on Numerical Methods in Geotechnical Engineering, NUMGE 2018, Jun 2018, Porto, Portugal Communication dans un congrès hal-01851736v1
Argostoli site, from site test to numerical model: a holistic approach Sara Touhami,F Gatti,Fernando Lopez‐caballero,Fabrice Hollender,Edward Marc Cushing Best 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 Communication dans un congrès hal-01851742v1
3D Spectral Element Modeling of Near Source Effects Including Kinematic Rupture and Finite-Fault Effects Elif Oral,Filippo Gatti,Fernando Lopez‐caballero 16th European Conference on Earthquake Engineering (16ECEE), Jun 2018, Thessaloniki, Greece Communication dans un congrès hal-01851739v1
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 Filippo Gatti,Fernando Lopez‐caballero,D. Clouteau,Roberto Paolucci,Lúcio de Abreu Corrêa 16th European Conference on Earthquake Engineering (16ECEE), Jun 2018, Thessaloniki, Greece Communication dans un congrès hal-01851734v1
PHYSICS-BASED SCENARIO OF THE 2007 CHUETSU-OKI EARTHQUAKE F Gatti,Fernando Lopez-Caballero,Lúcio de Abreu Corrêa,D Clouteau,R Paolucci 6th ECCOMAS Thematic Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, Jun 2017, Rhodes, Greece. pp.C17465 Communication dans un congrès hal-01546804v1
Investigation of the earthquake ground motion coherence in heterogeneous non-linear soil deposits F Gatti,Luciano de Carvalho Paludo,Angkeara Svay,Fernando Lopez-Caballero,Régis Cottereauet al. X International Conference on Structural Dynamics (EURODYN 2017), Sep 2017, Rome, Italy. pp.2354-2359, ⟨10.1016/j.proeng.2017.09.232⟩ Communication dans un congrès hal-01586963v1
One-dimensional seismic soil response at the nuclear power plant of kashiwazaki-kariwa during the 2007 niigata-chuetsu-oki earthquake Filippo Gatti,Fernando Lopez‐caballero,Didier Clouteau 15th International Conference on Civil, Structural and Environmental Engineering Computing, CIVIL-COMP 2015, Sep 2015, Prague, Czech Republic. pp.157, ⟨10.4203/ccp.108.157⟩ Communication dans un congrès hal-02455818v1

Poster de conférence (6)

Quantifying uncertainties in seismic waves propagation with a Fourier Neural Operator surrogate model Fanny Lehmann,Filippo Gatti,M. Bertin,D Clouteau MASCOT-NUM 2024, Apr 2024, Hyères, France. Poster de conférence hal-04680605v1
Deep learning generative strategies to enhance 3D physics-based seismic wave propagation: from diffusive super-resolution to 3D Fourier Neural Operators. Filippo Gatti,Fanny Lehmann,Hugo Gabrielidis,Michaël Bertin,Didier Clouteauet al. European Geophysical Union General Assembly 2024, Apr 2024, Vienne, Austria. 2024, ⟨10.5194/egusphere-egu24-2443⟩ Poster de conférence hal-04534286v1
A deep learning-based earthquake simulator: from source and geology to surface wavefields Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau European Geophysical Union General Assembly 2024, Apr 2024, Vienna, Austria. 2024, ⟨10.5194/egusphere-egu24-14438⟩ Poster de conférence hal-04534919v1
Deep-learning-based surrogate modeling of laser-ultrasound testing for additive manufacturing Frédéric Allaire,Jérôme Laurent,Roberto Miorelli,Filippo Gatti,Vincent Dorval List Days Conference, Jun 2024, Saclay, France Poster de conférence hal-05479967v1
Scientific machine learning and physics-augmented neural networks for hybrid digital twins Antoine Benady,Fanny Lehmann,Afsal Pulikkathodi,Emmanuel Baranger,Ludovic Chamoinet al. Journée du GDR I-GAIA, 2023, Paris, France Poster de conférence hal-04425617v1
MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire Mouhammed Achhab,Emmanuelle Baudry,Didier Clouteau,R El Mesri,Amélie Fauet al. Colloque Jumeaux Numériques, Feb 2023, Gif-sur-Yvette, France. , 2023 Poster de conférence hal-03999654v1

Chapitre d'ouvrage (1)

Artificial neural networks Filippo Gatti Machine learning in geomechanics 1, 1, John Wiley & Sons, Ltd, pp.145-236, 2024, 978-1-394-32563-4. ⟨10.1002/9781394325634.ch5⟩ Chapitre d'ouvrage hal-04736879v1

Autre publication scientifique (1)

MIYAZAKI - The silent eyes of the forest Filippo Gatti JCJC ANR 2022, 2022, ⟨10.13140/RG.2.2.16656.88321⟩ Autre publication scientifique hal-05271367v1

Pré-publication, Document de travail (14)

Fast 3D Diffusion for Scalable Discrete Granular Media Synthesis Muhammad Moeeze Hassan,Régis Cottereau,Filippo Gatti,Patryk Dec 2026 Pré-publication, Document de travail hal-05586969v1
Divergence-Free Diffusion Models for Incompressible Fluid Flows Wilfried Genuist,Éric Savin,Filippo Gatti,Didier Clouteau 2026 Pré-publication, Document de travail hal-05484203v1
From Microscopic Interactions to Macroscopic Feedback: Real-Time Traffic Control via Neural Operators Sheida Nozari,Stefania Fresca,Filippo Gatti,Alessio Iovine 2026 Pré-publication, Document de travail hal-05458448v2
Fast 3D Diffusion for Scalable Granular Media Synthesis Muhammad Moeeze Hassan,Régis Cottereau,Filippo Gatti,Patryk Dec 2025 Pré-publication, Document de travail hal-05227345v1
Physics-Based Super-Resolved Simulation of 3D Elastic Wave Propagation Adopting Scalable Diffusion Transformer Hugo Gabrielidis,Filippo Gatti,Stephane Vialle 2025 Pré-publication, Document de travail hal-05044913v1
Graph Transformer-Based Flood Susceptibility Mapping: Application to the French Riviera and Railway Infrastructure Under Climate Change Sreenath Vemula,Filippo Gatti,Pierre Jehel 2025 Pré-publication, Document de travail hal-05009556v1
Integrating Fourier Neural Operators with Diffusion Models to improve Spectral Representation of Synthetic Earthquake Ground Motion Response Niccolò Perrone,Fanny Lehmann,Hugo Gabrielidis,Stefania Fresca,Filippo Gatti 2025 Pré-publication, Document de travail hal-05016980v1
Autoregressive regularized score-based diffusion models for multi-scenarios fluid flow prediction Wilfried Genuist,Éric Savin,Filippo Gatti,Didier Clouteau 2025 Pré-publication, Document de travail hal-05106246v1
Breaking the Black Box: Inherently Interpretable Physics-Informed Machine Learning for Imbalanced Seismic Data Sreenath Vemula,Filippo Gatti,Pierre Jehel 2025 Pré-publication, Document de travail hal-05225602v1
Predictive Modeling of Fluid Flows Using Conditional Score-Based Diffusion Models Wilfried Genuist,Éric Savin,Filippo Gatti,Didier Clouteau 2024 Pré-publication, Document de travail hal-04699402v1
Artificial Neural Networks: advanced topics Filippo Gatti 2023 Pré-publication, Document de travail hal-04363413v1
Fourier Neural Operator Surrogate Model to Predict 3D Seismic Waves Propagation Fanny Lehmann,Filippo Gatti,Michaël Bertin,Didier Clouteau 2023 Pré-publication, Document de travail hal-04252336v1
Artificial Neural Networks: layer architectures, optimizers and automatic differentiation Filippo Gatti 2023 Pré-publication, Document de travail hal-04363414v1
Broad-band 3-D earthquake simulation at nuclear site by an all-embracing source-to-structure approach F Gatti,Sara Touhami,Fernando Lopez-Caballero,Roberto Paolucci,D. Clouteauet al. 2018 Pré-publication, Document de travail hal-01860115v1

Rapport (2)

Rapport de la mission post-sismique du séisme du 1er Janvier 2024 de Noto (Japon) Emmanuel Javelaud,Pierre-Yves Bard,François Dommanget,Filippo Gatti,Jesús Pérez-Herreroset al. Association Française du Génie Parasismique. 2024, pp.1-238 Rapport hal-04737071v1
SEM3D-High-resolution seismic wave propagation modelling from the fault to the structure for realistic earthquake scenarios. GENCI Allocation A0080410444 Filippo Gatti,David Alejandro Castro Cruz,Fernando Lopez‐caballero Université Paris-Saclay; CentraleSupelec. 2021 Rapport hal-04450043v1

Thèse (1)

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. Filippo Gatti Autre. Université Paris Saclay (COmUE); Politecnico di Milano (1863-..), 2017. Français. ⟨NNT : 2017SACLC051⟩ Thèse tel-01626230v1