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…