Yang Liu

Physics-informed multi-LSTM networks for metamodeling of nonlinear structures

Ruiyang Zhang, Yang Liu, Hao Sun · Computer Methods in Applied Mechanics and Engineering · 2020 · 442 citations · Full text

Physics-informed Multi-lstm Networks, Nonlinear System Identification, Engineering +3

Physics-Informed Deep Learning for Computational Elastodynamics without Labeled Data

Chengping Rao, Hao Sun, Yang Liu · Journal of Engineering Mechanics · 2021 · 308 citations

Physics-informed Neural Network, Deep Neural Networks, Engineering +15

Three-dimensional convolutional neural network (3D-CNN) for heterogeneous material homogenization

Chengping Rao, Yang Liu · Computational Materials Science · 2020 · 278 citations

Materials Science, Convolutional Neural Network, Engineering +4

PhyCRNet: Physics-informed convolutional-recurrent network for solving spatiotemporal PDEs

Pu Ren, Chengping Rao, Yang Liu et al. · Computer Methods in Applied Mechanics and Engineering · 2021 · 239 citations · Full text

Engineering, Pde-constrained Optimization, Physics +5

Encoding physics to learn reaction–diffusion processes

Chengping Rao, Pu Ren, Qi Wang et al. · Nature Machine Intelligence · 2023 · 116 citations

Physics, Physic Aware Machine Learning, Diffusion Process +3