Filippo GATTI

Filippo Gatti (PhD) Maître de Conférences
66
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)
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Publications

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Publications

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-04984097 v1
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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-04565099 v1
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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-04699436 v1
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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-04381365 v1

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-04699431 v1

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-04703457 v1

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-04436247 v1

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-04252260 v1
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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-03424424 v1
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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-03764394 v1
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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-03593533 v1
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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-03769716 v1
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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-04476116 v1
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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-03325660 v1

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-03216032 v1

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-03149443 v1

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-01691235 v1
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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-02458681 v1
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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-01624887 v1
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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-01859717 v1

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-02458682 v1

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-04963654 v1

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-04773219 v1

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-04546091 v1
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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-04531803 v1
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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-04610969 v1
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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-04822986 v1
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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-04531795 v2
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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 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-04565088 v2
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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-04250590 v1

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-04290296 v1
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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 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-04290266 v1
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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-04476126 v1

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-03677307 v1
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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-04680639 v1
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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-04680642 v1
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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-04680636 v1
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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-02142977 v1

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-02395379 v1
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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-02142978 v1

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-04494730 v1

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-01851742 v1

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-01851739 v1

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-01851734 v1

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-01851736 v1
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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-01586963 v1
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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-01546804 v1

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-02455818 v1

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-04736879 v1
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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-05009556 v1

Physics-Based Super-Resolved Simulation of 3D Elastic Wave Propagation Adopting Scalable Diffusion Transformer

Gabrielidis Hugo , Filippo Gatti , Vialle Stephane
2025
Pré-publication, Document de travail hal-05044913 v1

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-05016980 v1
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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-04699402 v1
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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
2024
Pré-publication, Document de travail hal-05011076 v1

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-04252336 v1

Artificial Neural Networks: advanced topics

Filippo Gatti
2023
Pré-publication, Document de travail hal-04363413 v1

Artificial Neural Networks: layer architectures, optimizers and automatic differentiation

Filippo Gatti
2023
Pré-publication, Document de travail hal-04363414 v1
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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-01860115 v1