Dual-phase polycrystalline crystal plasticity model revealing the relationship between microstructural characteristics and mechanical properties in additively …
To elucidate the relationship between microstructural characteristics and mechanical
properties in additively manufactured (AM) maraging steel, this study introduces a …
properties in additively manufactured (AM) maraging steel, this study introduces a …
Data-driven surrogate modelling of residual stresses in Laser Powder-Bed Fusion
In order to enable the industrialization of additive manufacturing, it is necessary to develop
process simulation models that can rapidly predict part quality. Although multi-physics …
process simulation models that can rapidly predict part quality. Although multi-physics …
Graph neural network based surrogate model of physics simulations for geometry design
Computational Intelligence (CI) techniques have shown great potential as a surrogate model
of expensive physics simulation, with demonstrated ability to make fast predictions, albeit at …
of expensive physics simulation, with demonstrated ability to make fast predictions, albeit at …
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression
A multi-physics high-fidelity computational model is required to study the melting and grain
growth phenomena in a laser powder-bed fusion (LPBF) additive manufacturing process …
growth phenomena in a laser powder-bed fusion (LPBF) additive manufacturing process …