Xuhui Meng
Huazhong University of Science and Technology(CN)
Publications by Year
Research Areas
Model Reduction and Neural Networks, Probabilistic and Robust Engineering Design, Lattice Boltzmann Simulation Studies, Nuclear Engineering Thermal-Hydraulics, Fluid Dynamics and Turbulent Flows
Most-Cited Works
- → B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data(2020)983 cited
- → A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems(2019)644 cited
- → PPINN: Parareal physics-informed neural network for time-dependent PDEs(2020)575 cited
- → Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems(2022)574 cited
- → Uncertainty quantification in scientific machine learning: Methods, metrics, and comparisons(2023)349 cited
- → DeepXDE: A Deep Learning Library for Solving Differential Equations(2021)221 cited
- → Multi-fidelity Bayesian neural networks: Algorithms and applications(2021)172 cited
- → Physics-informed neural networks for solving forward and inverse flow problems via the Boltzmann-BGK formulation(2020)167 cited
- → Bayesian Physics Informed Neural Networks for real-world nonlinear dynamical systems(2022)160 cited
- → Physics-informed neural networks with residual/gradient-based adaptive sampling methods for solving partial differential equations with sharp solutions(2023)87 cited