177 citations · 431 across the 12 of their papers we have counts for
Showing 2021Show all
3 papers · 1 filter
cond-mat.mtrl-sci2021★ 177 cited
Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)
Filippo Masi, Ioannis Stefanou
The mechanical behavior of inelastic materials with microstructure is very complex and hard to grasp with heuristic, empirical constitutive models. For this purpose, multiscale, ho…
physics.geo-ph2021★ 2 cited
Controlling earthquake-like instabilities using artificial intelligence
Efthymios Papachristos, Ioannis Stefanou
Earthquakes are lethal and costly. This study aims at avoiding these catastrophic events by the application of injection policies retrieved through reinforcement learning. With the…
physics.app-ph2021★ 1 cited
The role of viscous regularization in dynamical problems, strain localization and mesh dependency
Alexandros Stathas, Ioannis Stefanou
Strain localization is responsible for mesh dependence in numerical analyses concerning a vast variety of fields such as solid mechanics, dynamics, biomechanics and geomechanics. T…