Enrui Zhang

Analyses of internal structures and defects in materials using physics-informed neural networks

Enrui Zhang, Ming Dao, George Em Karniadakis et al. · Science Advances · 2022 · 318 citations · Full text

Nonlinear Deformation, Engineering, Mechanical Engineering +22

Fatigue fracture of nearly elastic hydrogels

Enrui Zhang, Ruobing Bai, Xavier Morelle et al. · Soft Matter · 2018 · 152 citations

Materials Science, Hydrogels, Biopolymer Gel +15

Modeling finite-strain plasticity using physics-informed neural network and assessment of the network performance

Sijun Niu, Enrui Zhang, Yuri Bazilevs et al. · Journal of the Mechanics and Physics of Solids · 2022 · 103 citations

Physics-informed Neural Network, Finite-strain Plasticity, Engineering +14

Interfacing finite elements with deep neural operators for fast multiscale modeling of mechanics problems

Minglang Yin, Enrui Zhang, Yue Yu et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 99 citations · Full text

Numerical Analysis, Finite Element Method, Deep Neural Operators +12

Physics-Informed Neural Networks for Nonhomogeneous Material Identification in Elasticity Imaging

Enrui Zhang, Minglang Yin, George Em Karniadakis · arXiv (Cornell University) · 2020 · 72 citations · Full text

Engineering, Machine Learning, Mechanical Engineering +16