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Gappy Reconstruction of Bubbly Flows by Guided Diffusion Models

physics.flu-dyn · 2026-06-29 · unverdicted · novelty 5.0

A guided diffusion model trained on DNS data reconstructs bubble-phase velocity fields in bubbly flows from liquid measurements, reproducing key statistics and supporting 3D reconstruction via 2D slice patching.

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  • Gappy Reconstruction of Bubbly Flows by Guided Diffusion Models physics.flu-dyn · 2026-06-29 · unverdicted · none · ref 42

    A guided diffusion model trained on DNS data reconstructs bubble-phase velocity fields in bubbly flows from liquid measurements, reproducing key statistics and supporting 3D reconstruction via 2D slice patching.