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 2020Show all

7 papers · 1 filter

math.NA2020★ 12 cited

Scaling laws for the rigid-body response of masonry structures under blast loads

Filippo Masi, Ioannis Stefanou, Victor Maffi-Berthier

The response of masonry structures to explosions can be hardly investigated relying only on numerical and analytical tools. Experimental tests are of paramount importance for impro…

cs.CE2020★ 66 cited

Efficient Data Structures for Model-free Data-Driven Computational Mechanics

Robert Eggersmann, Laurent Stainier, Michael Ortiz +1

The data-driven computing paradigm initially introduced by Kirchdoerfer and Ortiz (2016) enables finite element computations in solid mechanics to be performed directly from materi…

cs.CV2020

Virtual Image Correlation uncertainty

M. L. M. François

The Virtual Image Correlation method applies for the measurement of silhouettes boundaries with sub-pixel precision. It consists in a correlation between the image of interest and…

cs.CE2020★ 143 cited

Data-driven fracture mechanics

Pietro Carrara, Laura De Lorenzis, Laurent Stainier +1

We present a new data-driven paradigm for variational brittle fracture mechanics. The fracture-related material modeling assumptions are removed and the governing equations stemmin…

cs.LG2020★ 421 cited

Thermodynamics-based Artificial Neural Networks for constitutive modeling

Filippo Masi, Ioannis Stefanou, Paolo Vannucci +1

Machine Learning methods and, in particular, Artificial Neural Networks (ANNs) have demonstrated promising capabilities in material constitutive modeling. One of the main drawbacks…

cs.CE2020★ 81 cited

Model-free Data-Driven Computational Mechanics Enhanced by Tensor Voting

Robert Eggersmann, Laurent Stainier, Michael Ortiz +1

The data-driven computing paradigm initially introduced by Kirchdoerfer & Ortiz (2016) is extended by incorporating locally linear tangent spaces into the data set. These tangent s…

cond-mat.soft2020

Forced vibrations and wave propagation in multilayered solid spheres using a one-dimensional semi-analytical finite element method

Matthieu Gallezot, Fabien Treyssède, Odile Abraham

A numerical model is proposed to compute the eigenmodes and the forced response of multilayered elastic spheres. The main idea is to describe analytically the problem along the ang…