Search Results for author: Xu-Hui Zhou

Found 2 papers, 1 papers with code

Frame invariance and scalability of neural operators for partial differential equations

no code implementations • 28 Dec 2021 • Muhammad I. Zafar, Jiequn Han, Xu-Hui Zhou, Heng Xiao

Partial differential equations (PDEs) play a dominant role in the mathematical modeling of many complex dynamical processes.

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Frame-independent vector-cloud neural network for nonlocal constitutive modeling on arbitrary grids

2 code implementations • 11 Mar 2021 • Xu-Hui Zhou, Jiequn Han, Heng Xiao

As such, the network can deal with any number of arbitrarily arranged grid points and thus is suitable for unstructured meshes in fluid simulations.

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