no code implementations • 18 Mar 2024 • Yizheng Wang, Xiang Li, Ziming Yan, Yuqing Du, Jinshuai Bai, Bokai Liu, Timon Rabczuk, Yinghua Liu
Homogenization is an essential tool for studying multiscale physical phenomena.
2 code implementations • 13 Apr 2023 • Jinshuai Bai, Gui-Rong Liu, Ashish Gupta, Laith Alzubaidi, Xi-Qiao Feng, Yuantong Gu
Our recent intensive study has found that physics-informed neural networks (PINN) tend to be local approximators after training.
1 code implementation • 24 Nov 2022 • Jinshuai Bai, Laith Alzubaidi, Qingxia Wang, Ellen Kuhl, Mohammed Bennamoun, Yuantong Gu
Deep learning (DL) relies heavily on data, and the quality of data influences its performance significantly.