Filippo GATTI

Filippo Gatti (PhD) Maître de Conférences
81
Documents
Affiliations actuelles
  • 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)
Identifiants chercheurs
Contact

Présentation

Publications

55
48
41
32
31
21
2
1

Publications

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

Numerical earthquake-induced landslide hazard assessment at regional scale in the Colombian Andes

Exneyder Montoya-Araque , Silvana Montoya-Noguera , Fernando Lopez‐caballero , Filippo Gatti

Soil Dynamics and Earthquake Engineering, 2025, 195 (109370), ⟨10.1016/j.soildyn.2025.109370⟩

Article dans une revue hal-04984097v1
Deposit thumbnail

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
Deposit thumbnail

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

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

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 Oliveira et al.

Expert Systems with Applications, In press, 296 (Part B), pp.128907. ⟨10.1016/j.eswa.2025.128907⟩

Article dans une revue hal-05157692v1

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
Deposit thumbnail

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
Deposit thumbnail

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-Sousa et al.

Journal of Endodontics, 2024, ⟨10.1016/j.joen.2024.01.014⟩

Article dans une revue hal-04436247v1
Deposit thumbnail

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 Irmela et al.

Journal of Earthquake Engineering, 2023, 27 (3), pp.546-574. ⟨10.1080/13632469.2021.2009061⟩

Article dans une revue hal-03424424v1
Deposit thumbnail

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 et al.

Geophysical Journal International, 2023, 232 (1), pp.581-600. ⟨10.1093/gji/ggac346⟩

Article dans une revue hal-03764394v1
Deposit thumbnail

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
Deposit thumbnail

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 Corrêa et al.

Geosciences, 2022, 12 (112), ⟨10.3390/geosciences12030112⟩

Article dans une revue hal-03593533v1
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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

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

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
Deposit thumbnail

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
Deposit thumbnail

Broadband ground motions from 3D physics-based numerical simulations using artificial neural networks

Roberto Paolucci , F Gatti , Maria Infantino , Chiara Smerzini , Ali Güney Özcebe et 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
Deposit thumbnail

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 Fernandes et 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

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

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

Intelligent Data Engineering and Automated Learning – IDEAL 2024, Nov 2024, Valencia, Spain. pp.167-179, ⟨10.1007/978-3-031-77731-8_16⟩

Communication dans un congrès hal-04811058v1
Deposit thumbnail

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
Deposit thumbnail

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

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
Deposit thumbnail

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

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
Deposit thumbnail

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

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 , Jérôme Laurent

6th International Workshop on Laser-Ultrasound for Metals, SWERIM, May 2024, Kista, Sweden

Communication dans un congrès hal-04546091v1
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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

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 Gatti et al.

11ème colloque de l'Association Française du Génie ParaSismique (AFPS), Nov 2023, Guadeloupe (Antilles Francaises), France

Communication dans un congrès hal-04290296v1
Deposit thumbnail

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
Deposit thumbnail

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 et al.

XII International Conference on Structural Dynamics EURODYN2023, Jul 2023, Delft, Netherlands

Communication dans un congrès hal-04290266v1
Deposit thumbnail

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

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 et 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
Deposit thumbnail

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
Deposit thumbnail

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

Michail Korres , Filippo Gatti , Vinicius Alves Fernandes , F Lopez-Caballero , Irmela Zentner et al.

17th World Conference on Earthquake Engineering, 17WCEE, Sep 2020, Sendai (Japan), Japan. pp.1-12

Communication dans un congrès hal-04680636v1
Deposit thumbnail

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

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 et 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
Deposit thumbnail

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

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

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

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
Deposit thumbnail

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 Cottereau et 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
Deposit thumbnail

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

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

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 Clouteau et 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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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

Antoine Benady , Fanny Lehmann , Afsal Pulikkathodi , Emmanuel Baranger , Ludovic Chamoin et al.

Journée du GDR I-GAIA, 2023, Paris, France

Poster de conférence hal-04425617v1
Deposit thumbnail

MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire

Mouhammed Achhab , Emmanuelle Baudry , Didier Clouteau , R El Mesri , Amélie Fau et al.

Colloque Jumeaux Numériques, Feb 2023, Gif-sur-Yvette, France. , 2023

Poster de conférence hal-03999654v1

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

Divergence-Free Diffusion Models for Incompressible Fluid Flows

Wilfried Genuist , Éric Savin , Filippo Gatti , Didier Clouteau

2026

Pré-publication, Document de travail hal-05484203v1
Deposit thumbnail

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-05458448v1

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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

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: advanced topics

Filippo Gatti

2023

Pré-publication, Document de travail hal-04363413v1

Artificial Neural Networks: layer architectures, optimizers and automatic differentiation

Filippo Gatti

2023

Pré-publication, Document de travail hal-04363414v1
Deposit thumbnail

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. Clouteau et al.

2018

Pré-publication, Document de travail hal-01860115v1