50 citations · 75 across the 9 of their papers we have counts for
Showing 2021 · physics.flu-dynShow all
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physics.flu-dyn2021★ 4 cited
Neural Network Based Pore Flow Field Prediction in Porous Media Using Super Resolution
Xu-Hui Zhou, James E. McClure, Cheng Chen +1
Direct pore-scale simulations of fluid flow through porous media are computationally expensive to perform for realistic systems. Previous works have demonstrated using the geometry…
physics.flu-dyn2021★ 5 cited
Frame-independent vector-cloud neural network for nonlocal constitutive modeling on arbitrary grids
Xu-Hui Zhou, Jiequn Han, Heng Xiao
Constitutive models are widely used for modeling complex systems in science and engineering, where first-principle-based, well-resolved simulations are often prohibitively expensiv…