8 citations · 8 across the 3 of their papers we have counts for
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cs.CE2025
Deep Material Network: Overview, applications and current directions
Ting-Ju Wei, Wen-Ning Wan, Chuin-Shan Chen
The Deep Material Network (DMN) has emerged as a powerful framework for multiscale materials modeling, enabling efficient and accurate prediction of material behavior across differ…
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…
cs.CE2024★ 8 cited
Foundation Model for Composite Microstructures: Reconstruction, Stiffness, and Nonlinear Behavior Prediction
Ting-Ju Wei, Chuin-Shan Chen
We present the Material Masked Autoencoder (MMAE), a self-supervised Vision Transformer pretrained on a large corpus of short-fiber composite images via masked image reconstruction…