238 citations
- RWTH Aachen UniversityDE5 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- Brunel University of LondonGB1 paper
- École PolytechniqueFR1 paper
- Forschungszentrum JülichDE1 paper
- Fraunhofer Institute for Laser TechnologyDE1 paper
- HUN-REN Wigner Research Centre for PhysicsHU1 paper
- IMDEA MaterialsES1 paper
- Institute for Solid State Physics and OpticsHU1 paper
- Institut Jean LamourFR1 paper
- Keio UniversityJP1 paper
- Laboratoire de Physique de la Matière CondenséeFR1 paper
5 papers · 1 filter
A Spectral-based Physics-informed Finite Operator Learning for Prediction of Mechanical Behavior of Microstructures
Ali Harandi, Hooman Danesh, Kevin Linka +2
A novel physics-informed operator learning technique based on spectral methods is introduced to model the complex behavior of heterogeneous materials. The Lippmann-Schwinger operat…
Polyconvex anisotropic hyperelasticity with neural networks
Dominik K. Klein, Mauricio Fernández, Robert J. Martin +2
In the present work, two machine learning based constitutive models for finite deformations are proposed. Using input convex neural networks, the models are hyperelastic, anisotrop…
Strongly out-of-equilibrium columnar solidification during the Laser Powder-Bed Fusion additive manufacturing process
G. Boussinot, M. Apel, J. Zielinski +2
Laser-based additive manufacturing offers a promising route for 3D printing of metallic parts. We evidence experimentally a particular columnar solidification microstructure in a L…
Grain coarsening in two-dimensional phase-field models with an orientation field
Balint Korbuly, Tamas Pusztai, Herve Henry +3
In the literature, contradictory results have been published regarding the form of the limiting (long-time) grain size distribution (LGSD) that characterizes the late stage grain c…
Elimination of surface diffusion in the non-diagonal phase field model
G. Boussinot, Efim A. Brener, C. Hueter +1
We present a non-diagonal phase field model for phase transformations with unequal but finite diffusivities in the two phases. This model allows to recover the desired boundary con…