output
20092025
most citedThermodynamics-based Artificial Neural Networks for constitutive modeling

421 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2022Show all

4 papers · 1 filter

math.NA2022★ 4 cited

A two-scale solver for linear elasticity problems in the context of parallel message passing

Alexis Salzman, Nicolas Moës

This paper pushes further the intrinsic capabilities of the GFEM global-local approach introduced initially in [1]. We develop a distributed computing approach using MPI (Me…

cs.CE2022★ 63 cited

Evolution TANN and the identification of internal variables and evolution equations in solid mechanics

Filippo Masi, Ioannis Stefanou

Data-driven and deep learning approaches have demonstrated to have the potential of replacing classical constitutive models for complex materials. Yet, the necessity of structuring…

eess.SY2022★ 12 cited

Passivity-based control of underactuated mechanical systems with Coulomb friction: Application to earthquake prevention

Diego Gutierrez-Oribio, Ioannis Stefanou, Franck Plestan

Passivity property gives a sense of energy balance. The classical definitions and theorems of passivity in dynamical systems require time invariance and locally Lipschitz functions…

math.OC2022★ 21 cited

Earthquake Control: An Emerging Application for Robust Control. Theory and Experimental Tests

Diego Gutiérrez-Oribio, Georgios Tzortzopoulos, Ioannis Stefanou +1

This paper addresses the possibility of using robust control theory for preventing earthquakes through fluid injections in the earth's crust. The designed robust controllers drive…