Projects

  1. TAEN: A Model-Constrained Tikhonov Autoencoder Network for Forward and Inverse Problems
  2. A model-constrained discontinuous Galerkin Network (DGNet) for compressible Euler equations with out-of-distribution generalization

Publications

TAEN: A Model-Constrained Tikhonov Autoencoder Network for Forward and Inverse Problems

Publication Link: https://www.sciencedirect.com/science/article/abs/pii/S0045782525005171

Citation:

@article{van2025taen,
  title={TAEN: a model-constrained Tikhonov autoencoder network for forward and inverse problems},
  author={Van Nguyen, Hai and Bui-Thanh, Tan and Dawson, Clint},
  journal={Computer Methods in Applied Mechanics and Engineering},
  volume={446},
  pages={118245},
  year={2025},
  publisher={Elsevier}
}

A Model-Constrained Discontinuous Galerkin Network (DGNet) for Compressible Euler Equations with Out-Of-Distribution Generalization

Publication Link: https://www.sciencedirect.com/science/article/pii/S0045782525001847

Citation:

@article{van2025model,
  title={A model-constrained discontinuous Galerkin Network (DGNet) for compressible Euler equations with out-of-distribution generalization},
  author={Van Nguyen, Hai and Chen, Jau-Uei and Bui-Thanh, Tan},
  journal={Computer Methods in Applied Mechanics and Engineering},
  volume={440},
  pages={117912},
  year={2025},
  publisher={Elsevier}
}