Hanwen Wang

Learning the solution operator of parametric partial differential equations with physics-informed DeepONets

Sifan Wang, Hanwen Wang, Paris Perdikaris · Science Advances · 2021 · 618 citations · Full text

Engineering, Machine Learning, Machine Learning Tool +18

On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks

Sifan Wang, Hanwen Wang, Paris Perdikaris · Computer Methods in Applied Mechanics and Engineering · 2021 · 549 citations · Full text

Multi-scale Pdes, Machine Learning, Physics +12

Improved Architectures and Training Algorithms for Deep Operator Networks

Sifan Wang, Hanwen Wang, Paris Perdikaris · Journal of Scientific Computing · 2022 · 101 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +5

An Expert's Guide to Training Physics-informed Neural Networks

Sifan Wang, Shyam Sankaran, Hanwen Wang et al. · arXiv (Cornell University) · 2023 · 64 citations · Full text

Artificial Intelligence, Recurrent Neural Network, Engineering +15

Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets

Sifan Wang, Hanwen Wang, Paris Perdikaris · arXiv (Cornell University) · 2021 · 61 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18