Heng Xiao

Turbulence Modeling in the Age of Data

Karthik Duraisamy, Gianluca Iaccarino, Heng Xiao · Annual Review of Fluid Mechanics · 2018 · 1.4K citations · Full text

Physics-informed machine learning: case studies for weather and climate modelling

Karthik Kashinath, Mohamed Elhafiz Mustafa, Adrian Albert et al. · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021 · 582 citations

Quantifying and reducing model-form uncertainties in Reynolds-averaged Navier–Stokes simulations: A data-driven, physics-informed Bayesian approach

Heng Xiao, Jinlong Wu, Jianxun Wang et al. · Journal of Computational Physics · 2016 · 297 citations · Full text

Model-form Uncertainties, Engineering, Reynolds-averaged Navier–stokes Simulations +10

Predictive large-eddy-simulation wall modeling via physics-informed neural networks

Xiang I. A. Yang, Sana Zafar, Jianxun Wang et al. · Physical Review Fluids · 2019 · 279 citations

Aeroacoustics, Engineering, Fluid Mechanics +16

Seeing permeability from images: fast prediction with convolutional neural networks

Jinlong Wu, Xiaolong Yin, Heng Xiao · Science Bulletin · 2018 · 205 citations · Full text

Image Classification, Convolutional Neural Network, Machine Vision +11