Sifan Wang
Sifan Wang
Adresse e-mail validée de sas.upenn.edu
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Understanding and mitigating gradient pathologies in physics-informed neural networks
S Wang, Y Teng, P Perdikaris
arXiv preprint arXiv:2001.04536, 2020
482020
When and why PINNs fail to train: A neural tangent kernel perspective
S Wang, X Yu, P Perdikaris
arXiv preprint arXiv:2007.14527, 2020
232020
Deep learning of free boundary and Stefan problems
S Wang, P Perdikaris
Journal of Computational Physics 428, 109914, 2021
72021
On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks
S Wang, H Wang, P Perdikaris
arXiv preprint arXiv:2012.10047, 2020
62020
Physics-Informed Neural Networks for Heat Transfer Problems
S Cai, Z Wang, S Wang, P Perdikaris, GE Karniadakis
Journal of Heat Transfer 143 (6), 060801, 2021
2021
Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets
S Wang, H Wang, P Perdikaris
arXiv preprint arXiv:2103.10974, 2021
2021
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