Jia Sun

Kolmogorov–Arnold-Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov–Arnold Networks

Yizheng Wang, Jia Sun, Jinshuai Bai et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 106 citations

CENN: Conservative energy method based on neural networks with subdomains for solving variational problems involving heterogeneous and complex geometries

Yizheng Wang, Jia Sun, Wei Li et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 68 citations

Numerical Analysis, Engineering, Variational Analysis +9

BINN: A deep learning approach for computational mechanics problems based on boundary integral equations

Jia Sun, Yinghua Liu, Yizheng Wang et al. · Computer Methods in Applied Mechanics and Engineering · 2023 · 50 citations

Geometric Learning, Engineering, Machine Learning +7

DCEM: A deep complementary energy method for linear elasticity

Yizheng Wang, Jia Sun, Timon Rabczuk et al. · International Journal for Numerical Methods in Engineering · 2024 · 26 citations

Engineering, Multiscale Mechanics, Mechanical Engineering +18

A data-driven multi-flaw detection strategy based on deep learning and boundary element method

Jia Sun, Yinghua Liu, Zhenhan Yao et al. · Computational Mechanics · 2022 · 19 citations

Fault Diagnosis, Engineering, Machine Learning +11