63 citations · 64 across the 3 of their papers we have counts for
3 papers
Non-linear mechanical field reconstruction coupling recurrent neural networks with physics-informed graph neural networks
Manuel Ricardo Guevara Garban, Yves Chemisky, Étienne Prulière +3
Reconstructing local stress fields in heterogeneous microstructures under non-linear, history-dependent loading remains a major computational bottleneck in multi-scale simulations.…
Monolithic parallel overlapping Schwarz methods in fully-coupled nonlinear chemo-mechanics problems
Bjoern Kiefer, Stefan Prüger, Oliver Rheinbach +1
We consider the swelling of hydrogels as an example of a chemo-mechanical problem with strong coupling between the mechanical balance relations and the mass diffusion. The problem…
An efficient monolithic solution scheme for FE problems
Nils Lange, Geralf Hütter, Björn Kiefer
The FE method is a very flexible but computationally expensive tool for multiscale simulations. In conventional implementations, the microscopic displacements are iteratively s…