2 papers
cs.LG2026
Systematic Performance Assessment of Deep Material Networks for Multiscale Material Modeling
Xiaolong He, Haoyan Wei, Wei Hu +2
Deep Material Networks (DMNs) are structure-preserving, mechanistic machine learning models that embed micromechanical principles into their architectures, enabling strong extrapol…
cs.CE2025
A GPU-Accelerated Three-Dimensional Crack Element Method for Transient Dynamic Fracture Simulation
Yuxi Xie, C. T. Wu, Wei Hu +3
This work presents a novel three-dimensional Crack Element Method (CEM) designed to model transient dynamic crack propagation in quasi-brittle materials efficiently. CEM introduces…