Publications

Filippo Masi

Filippo Masi

Research Scientist | Inria, TRIPOP project-team, Univ. Grenoble Alpes

You can also find publications on Google Scholar.

Refereed journal articles

  1. F. Masi. “Learning inelastic constitutive models from stress–strain data under hard thermodynamic constraints.” Computer Methods in Applied Mechanics and Engineering, 1(1), 1 (2026). DOI · Code
  2. F. Masi and I. Einav. “Hydrodynamics of fault gouges from constitutive modelling to the physics of friction.” Journal of Geophysical Research: Solid Earth, 130(7), e2024JB030822 (2025). DOI · Code
  3. A. Morsel, F. Masi, P. Kotronis, and I. Stefanou. “Measurement, self-similarity, and TNT equivalence of blasts from exploding wires.” Shock Waves, 35(1), 17–35 (2025). DOI
  4. A. Morsel, F. Masi, E. Marché, G. Racineux, P. Kotronis, and I. Stefanou. “miniBLAST: a novel experimental setup for laboratory testing of structures under blast loads.” Experimental Techniques, 49(4), 655–675 (2025). DOI
  5. F. Masi and I. Einav. “Neural integration for constitutive equations using small data.” Computer Methods in Applied Mechanics and Engineering, 420, 116698 (2024). DOI · Code
  6. F. Masi and I. Stefanou. “Evolution TANN and the identification of internal variables and evolution equations in solid mechanics.” Journal of the Mechanics and Physics of Solids, 174, 105245 (2023). DOI
  7. F. Masi and I. Stefanou. “Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN).” Computer Methods in Applied Mechanics and Engineering, 398, 115190 (2022). DOI · Code
  8. F. Masi, I. Stefanou, and V. Maffi-Berthier. “Scaling laws for rigid-body response of masonry structures under blast loads.” Journal of Engineering Mechanics, 147(10), 04021078 (2021). DOI
  9. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Thermodynamics-based Artificial Neural Networks for constitutive modeling.” Journal of the Mechanics and Physics of Solids, 147, 104277 (2021). DOI
  10. F. Masi, I. Stefanou, V. Maffi-Berthier, and P. Vannucci. “A Discrete Element Method based-approach for arched masonry structures under blast loads.” Engineering Structures, 216, 110721 (2020). DOI
  11. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Resistance of museum artefacts against blast loading.” Journal of Cultural Heritage, 44, 163–173 (2020). DOI
  12. P. Vannucci, F. Masi, and I. Stefanou. “A nonlinear approach to the wind strength of Gothic Cathedrals: The case of Notre Dame of Paris.” Engineering Structures, 183, 860–873 (2019). DOI
  13. F. Masi, I. Stefanou, P. Vannucci, and V. Maffi-Berthier. “Rocking response of inverted pendulum structures under blast loading.” International Journal of Mechanical Sciences, 157–158, 833–848 (2019). DOI
  14. F. Masi, I. Stefanou, and P. Vannucci. “A study on the effects of an explosion in the Pantheon of Rome.” Engineering Structures, 164, 259–273 (2018). DOI
  15. F. Masi, P. M. Mariano, and P. Vannucci. “Blast actions in aircrafts: An integrated methodology for designing protection devices.” Engineering Structures, 175, 895–911 (2018). DOI
  16. F. Masi, I. Stefanou, and P. Vannucci. “On the origin of the cracks in the dome of the Pantheon in Rome.” Engineering Failure Analysis, 92, 587–596 (2018). DOI

Book chapters

  1. F. Masi. “Introduction to Regression Methods.” In Machine Learning in Geomechanics 1. John Wiley & Sons, Ltd, 2024. DOI
  2. F. Masi and I. Stefanou. “Physics-Informed and Thermodynamics-Based Neural Networks.” In Machine Learning in Geomechanics 2. John Wiley & Sons, Ltd, 2024. DOI