GeoTopoDiff transfers diffusion priors to a mixed graph state space with topology-aware constraints from sparse slices, cutting morphology errors by 19.8% and transport errors by 36.5% on PTFE and sandstone samples.
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Pore-resolved CFD diagnoses surface-access limitations in catalytic monoliths, showing that topology can reduce required pumping power by up to an order of magnitude for the same production rate.
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GeoTopoDiff: Learning Geometry--Topology Graph Priors through Boundary-Constrained Mixed Diffusion for Sparse-Slice 3D Porous Reconstruction
GeoTopoDiff transfers diffusion priors to a mixed graph state space with topology-aware constraints from sparse slices, cutting morphology errors by 19.8% and transport errors by 36.5% on PTFE and sandstone samples.
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Surface-access limitation in catalytic porous monoliths: Performance diagnosis using pore-resolved CFD
Pore-resolved CFD diagnoses surface-access limitations in catalytic monoliths, showing that topology can reduce required pumping power by up to an order of magnitude for the same production rate.