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 · 479 citations · Full text

Computing, Computational Engineering, Physics +14

Physics-Informed Deep Learning for Computational Elastodynamics without Labeled Data

Chengping Rao, Hao Sun, Yang Liu · Journal of Engineering Mechanics · 2021 · 324 citations

Engineering, Computer Science, Physics +15

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

Chengping Rao, Yang Liu · Computational Materials Science · 2020 · 291 citations

Natural Sciences, Materials Engineering, Materials Science +13

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 · 254 citations · Full text

Natural Sciences, Mathematics, Physics +12

Encoding physics to learn reaction–diffusion processes

Chengping Rao, Pu Ren, Qi Wang et al. · Nature Machine Intelligence · 2023 · 136 citations

Natural Sciences, Physics, Science Education +12