Data-driven learning of nonautonomous systems T Qin, Z Chen, JD Jakeman, D Xiu SIAM Journal on Scientific Computing 43 (3), A1607-A1624, 2021 | 52 | 2021 |
On generalized residual network for deep learning of unknown dynamical systems Z Chen, D Xiu Journal of Computational Physics 438, 110362, 2021 | 45 | 2021 |
Deep learning of parameterized equations with applications to uncertainty quantification T Qin, Z Chen, JD Jakeman, D Xiu International Journal for Uncertainty Quantification 11 (2), 2021 | 43 | 2021 |
Deep neural network modeling of unknown partial differential equations in nodal space Z Chen, V Churchill, K Wu, D Xiu Journal of Computational Physics 449, 110782, 2022 | 34 | 2022 |
Robust Modeling of Unknown Dynamical Systems via Ensemble Averaged Learning V Churchill, S Manns, Z Chen, D Xiu Journal of Computational Physics 474, 111842, 2023 | 7 | 2023 |
Methods to Recover Unknown Processes in Partial Differential Equations Using Data Z Chen, K Wu, D Xiu Journal of Scientific Computing 85 (2), 2020 | 4 | 2020 |
Learning the Dynamics for Unknown Hyperbolic Conservation Laws Using Deep Neural Networks Z Chen, A Gelb, Y Lee SIAM Journal on Scientific Computing 46 (2), A825-A850, 2024 | 1 | 2024 |