2 papers
cs.CE2026
A Parametric Multiscale Surrogate Framework Based on Texture-Generalizable Deep Material Networks for Polycrystal Modeling
Ting-Ju Wei, Tung-Huan Su, Chuin-Shan Chen
This work presents a computational framework for parametric multiscale surrogate modeling of polycrystalline materials. The framework integrates a physics-based Deep Material Netwo…
cs.CE2025
Orientation-aware interaction-based deep material network in polycrystalline materials modeling
Ting-Ju Wei, Tung-Huan Su, Chuin-Shan Chen
Multiscale simulations are indispensable for connecting microstructural features to the macroscopic behavior of polycrystalline materials, but their high computational demands limi…