Search Results for author: Tung-Huan Su

Found 2 papers, 0 papers with code

Orientation-aware interaction-based deep material network in polycrystalline materials modeling

no code implementations4 Feb 2025 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 limit their practicality.

Computational Efficiency

LS-DYNA Machine Learning-based Multiscale Method for Nonlinear Modeling of Short Fiber-Reinforced Composites

no code implementations6 Jan 2023 Haoyan Wei, C. T. Wu, Wei Hu, Tung-Huan Su, Hitoshi Oura, Masato Nishi, Tadashi Naito, Stan Chung, Leo Shen

In this work, we present a machine learning-based multiscale method by integrating injection molding-induced microstructures, material homogenization, and Deep Material Network (DMN) in the finite element simulation software LS-DYNA for structural analysis of SFRC.

Transfer Learning

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