We propose an approach for data-driven automated discovery of material laws, which we
call EUCLID (Efficient Unsupervised Constitutive Law Identification and Discovery), and we …

Concrete compressive strength plays an important role in determining the mechanical
properties of concrete. The determination of concrete compressive strength requires lengthy …

In this paper, we have investigated void growth in von Mises materials which contain
realistic porous microstructures. For that purpose, we have performed finite element …

The influence of the microstructure of a polycrystalline material on its macroscopic
deformation response is still one of the major problems in materials engineering. For …

Multi-scale models are developed for heterogeneous concrete materials to estimate their
macroscopic mechanical properties in terms of micro-structural data. One crucial challenge …

Nanoporous metals, built out of complex ligament networks, can be produced with an
additional level of hierarchy. The resulting complexity of the structure makes modelling of the …

In the present work, a novel modeling strategy to accelerate multi-scale simulations of
heterogeneous materials using deep neural networks is developed. This approach, called …

Yield criteria for porous material have been widely used to model the decrease of yield
strength caused by porosity during ductile failure which deserves long-term efforts in …

Coupled multi-scale finite element analyses have gained traction over the last years due to
the increasing available computational resources. Nevertheless, in the pursuit of accurate …

The mathematical description of the mechanical behavior of solid materials at the continuum
scale is one of the oldest and most challenging tasks in solid mechanics and material …