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 2020 · cs.CEShow all

3 papers · 2 filters

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.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.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…