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Preprint Aug 2026

A Neural-network-based multiscale Hybridizable Discontinuous Galerkin method for solving PDEs in porous media

We develop a neural-network-accelerated multiscale hybridizable discontinuous Galerkin method for elliptic problems with heterogeneous coefficients. The method preserves the standard MsHDG local-to-global structure: fine-scale HDG problems on coarse blocks define discrete Dirichlet-to-Neumann operators, which are assem...

Tony Haines, Ke Shi · 0 citations

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