Reviewed conferences

  1. G. Piunno, F. Masi, I. Stefanou, and C. Jommi. “Multi-scale modelling of natural composites via Thermodynamics-based Artificial Neural Networks.” 25e Congrès Français de Mécanique — S22: Approches multi-échelles en mécanique des solides, Nantes, France, 29 August–2 September 2022.
  2. F. Masi, I. Stefanou, A. Morsel, and P. Kotronis. “Reduced-scaled experiments of masonry structures under blast loads.” 25e Congrès Français de Mécanique — S31: Choc, impact et explosion, Nantes, France, 29 August–2 September 2022.
  3. F. Masi and I. Stefanou. “Réseaux de neurones artificiels basés sur la thermodynamique (TANN) pour la mécanique computationnelle et la modélisation multi-échelle.” 25e Congrès Français de Mécanique — S22: Approches multi-échelles en mécanique des solides, Nantes, France, 29 August–2 September 2022.
  4. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Material modeling via thermodynamics-based artificial neural networks.” Geometric Structures of Statistical Physics, Information Geometry, and Learning, Les Houches, France, 27–31 July 2021. DOI
  5. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Discrete Element Method approach for the preservation of the architectural heritage against explosions.” 12th HSTAM International Congress on Mechanics, Thessaloniki, Greece, 22–25 September 2019.
  6. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Michelangelo’s David or Aphrodite of Milos: Who is More Resistant to Blast Loads?” 12th HSTAM International Congress on Mechanics, Thessaloniki, Greece, 22–25 September 2019.
  7. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Response of monumental buildings to internal explosions.” 7th ECCOMAS Thematic Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, Crete, Greece, 24–26 June 2019. DOI
  8. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Rocking response and overturning of museum artefacts due to blast loading.” 7th ECCOMAS Thematic Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, Crete, Greece, 24–26 June 2019. Invited keynote. DOI

Posters and other international publications

  1. A. Morsel, F. Masi, I. Stefanou, P. Kotronis, G. Racineux, and E. Marché. “Reduced-scale testing of masonry structures to explosions.” 34th Workshop ALERT Geomaterials, Aussois, France, 2023. Poster.
  2. A. Morsel, F. Masi, I. Stefanou, and P. Kotronis. “Design of reduced-scale experiments of masonry structures subjected to blast loads.” 33rd Workshop ALERT Geomaterials, Aussois, France, 2022. Poster.
  3. F. Rabie, F. Masi, and I. Stefanou. “Thermodynamics-based Artificial Neural Networks for Nonlinear Seismic Analysis of High-rise Buildings.” 32nd Workshop ALERT Geomaterials, Aussois, France, 2021. Poster.
  4. F. Masi and I. Stefanou. “Thermodynamics-based Neural Networks: a general framework for modeling microstructured materials displaying path-dependency.” 32nd Workshop ALERT Geomaterials, Aussois, France, 2021. Poster.

Conference communications

  1. F. Vincent, F. Masi, and V. Acary. “Generalised Implicit Material Networks for Constitutive Modelling.” 18th International Conference on Computational Plasticity: Fundamentals and Applications (COMPLAS 2025), Barcelona, Spain, 5 September 2025.
  2. F. Masi. “Réseaux de neurones artificiels basés sur la thermodynamique et modélisation multi-échelle.” 2025 Mécamat National Congress: Homogénéisation du comportement mécanique des matériaux hétérogènes, Aussois, France, 29 January 2025.
  3. F. Masi and I. Einav. “Neural Integration for Constitutive Equations in Small Data.” Proceedings of the 9th European Congress on Computational Methods in Applied Sciences and Engineering (ECCOMAS 2024), Lisbon, Portugal, 6 June 2024.
  4. F. Masi and I. Stefanou. “Data- and thermodynamics-driven discovery of state variables and evolution equations.” 41st International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering, Paris, France, 18–22 July 2022.
  5. F. Masi and I. Stefanou. “Multiscale modeling of inelastic microstructured materials with TANN.” 18th European Mechanics of Materials Conference, Oxford, United Kingdom, 4–6 April 2022.
  6. F. Masi and I. Stefanou. “Understanding the behavior of masonry structures subjected to blast loads.” International Conference on Nonlinear Solid Mechanics, Alghero, Italy, 13–16 June 2022.
  7. F. Masi. “Unravelling the behaviour of masonry structures under explosions and data-driven approaches for computational mechanics.” 15e Colloque national en calcul des structures, Giens, France, 16–20 May 2022. Invited speaker.
  8. F. Masi. “Mechanics and Deep Learning for protecting cultural heritage against explosions.” 6th ECCOMAS Young Investigators Conference, Valencia, Spain, 7–9 July 2021. Invited speaker.
  9. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Micro-modelling of masonry structures under blast loads via a Discrete Element Method approach.” 14th World Congress on Computational Mechanics, Paris, France, 11–15 January 2021.
  10. F. Masi and I. Stefanou. “Thermodynamics-based Artificial Neural Networks (TANN) and constitutive modeling.” Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology, San Diego, California, USA, 26–29 September 2021.
  11. F. Masi and I. Stefanou. “Thermodynamics-based Artificial Neural Networks for the constitutive modeling of inelastic materials.” 14th World Congress on Computational Mechanics, Paris, France, 11–15 January 2021.
  12. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Masonry vaults under explosive loads.” 7th International Conference on Computational Methods in Structural Dynamics and Earthquake Engineering, Crete, Greece, 24–26 June 2019.
  13. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Simulations of blast effects in monumental structures.” 13th World Congress on Computational Mechanics, New York, New York, USA, 22–27 July 2018.
  14. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Une approche non-linéaire pour l’étude de la résistance au vent d’une cathédrale gothique: Notre Dame de Paris.” 2e Édition des Journées Nationales Maçonnerie, Marne-la-Vallée, France, 22–23 March 2018.
  15. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Étude de la réponse structurale de structures à géométrie complexe aux explosions: le cas du Panthéon de Rome.” 2e Édition des Journées Nationales Maçonnerie, Marne-la-Vallée, France, 22–23 March 2018.