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 2024Show all

6 papers · 1 filter

cond-mat.mtrl-sci2024

A damage mechanics model for quasi brittle materials based on the structured deformation theory

M. L. M. François

The structured deformation theory is used within the thermodynamics of irreversible processes framework in order to build a damage model relevant for quasi-brittle materials. The c…

cs.CE2024★ 15 cited

Data-driven methods for computational mechanics: A fair comparison between neural networks based and model-free approaches

Martin Zlatić, Felipe Rocha, Laurent Stainier +1

We present a comparison between two approaches to modelling hyperelastic material behaviour using data. The first approach is a novel approach based on Data-driven Computational Me…

physics.class-ph2024★ 3 cited

miniBLAST: a novel experimental setup for laboratory testing of structures under blast loads

Ahmad Morsel, Filippo Masi, Emmanuel Marché +3

We present a novel experimental setup called miniBLAST, which enables systematic and repeatable laboratory tests of structures subjected to blast loads. The explosive source is bas…

math.NA2024

Sparse approximations for contact mechanics

Kiran Sagar Kollepara, José V. Aguado, Yves Le Guennec +2

Low-rank model order reduction strategies for contact mechanics show limited dimensionality reduction due to linear inseparability of contact pressure field. Therefore, a dictionar…

cond-mat.mtrl-sci2024

Path differences between quasistatic and fatigue cracks in anisotropic media

Xinyuan Zhai, Thomas Corre, Ataollah Mesgarnejad +2

The propagation path of quasistatic cracks under monotonic loading is known to be strongly influenced by the anisotropy of the fracture energy in crystalline solids or engineered m…

math.NA2024★ 18 cited

Data-driven micromorphic mechanics for materials with strain localization

Jacinto Ulloa, Laurent Stainier, Michael Ortiz +1

This paper explores the role of generalized continuum mechanics, and the feasibility of model-free data-driven computing approaches thereof, in solids undergoing failure by strain…