A lightweight DNS-derived dataset of deformable bubble swarms with spherical-harmonic shape descriptors enables data-driven emulators that achieve 10^4-10^5x speedup over direct simulation.
Dynamics of homogeneous bubbly flows part 1
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BubbleSH: A Dataset of Rising Bubbles with Deformable Interfaces
A lightweight DNS-derived dataset of deformable bubble swarms with spherical-harmonic shape descriptors enables data-driven emulators that achieve 10^4-10^5x speedup over direct simulation.