Xuhui Meng

B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data

Liu Yang, Xuhui Meng, George Em Karniadakis · Journal of Computational Physics · 2020 · 959 citations · Full text

Numerical Analysis, Numerical Method For Partial Differential Equation, Engineering +8

A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems

Xuhui Meng, George Em Karniadakis · Journal of Computational Physics · 2019 · 633 citations · Full text

Model Optimization, Engineering, Machine Learning +11

PPINN: Parareal physics-informed neural network for time-dependent PDEs

Xuhui Meng, Zhen Li, Dongkun Zhang et al. · Computer Methods in Applied Mechanics and Engineering · 2020 · 564 citations · Full text

Pde-constrained Optimization, Physics, Physic Aware Machine Learning +3

Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems

Jeremy Yu, Lu Lu, Xuhui Meng et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 558 citations · Full text

Engineering, Pde-constrained Optimization, Physics +8

Uncertainty quantification in scientific machine learning: Methods, metrics, and comparisons

Apostolos F. Psaros, Xuhui Meng, Zongren Zou et al. · Journal of Computational Physics · 2023 · 342 citations · Full text

Uncertainty Management, Engineering, Machine Learning +9