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New BubbleSH Dataset Aids Data-Driven Modeling of Deformable Bubble Dynamics

Researchers have introduced BubbleSH, a new dataset designed for data-driven modeling of bubbly flows. This dataset captures the complex dynamics of deformable bubbles interacting within a liquid, providing detailed information on bubble trajectories, velocities, and shape evolution represented by spherical harmonics. BubbleSH aims to facilitate the development of lightweight yet physically expressive simulators for multiphase systems where bubble shape and interactions are critical. AI

IMPACT Enables development of data-driven models for complex multiphase systems, potentially improving simulation accuracy and efficiency.

RANK_REASON The item describes a new dataset and benchmark for data-driven modeling of physical systems, published on arXiv. [lever_c_demoted from research: ic=1 ai=0.7]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New BubbleSH Dataset Aids Data-Driven Modeling of Deformable Bubble Dynamics

COVERAGE [2]

  1. arXiv cs.LG TIER_1 English(EN) · Rachna Ramesh, Kiet Bennema ten Brinke, Douwe Orij, Ivo Roghair, Vlado Menkovski ·

    BubbleSH: A Dataset of Rising Bubbles with Deformable Interfaces

    arXiv:2607.07275v1 Announce Type: new Abstract: Bubbly flows exhibit complex multiscale dynamics, with deformable bubbles interacting through the surrounding liquid and giving rise to strongly coupled kinematic and morphological behavior. We present BubbleSH, a bubbly flows datas…

  2. arXiv cs.LG TIER_1 English(EN) · Vlado Menkovski ·

    BubbleSH: A Dataset of Rising Bubbles with Deformable Interfaces

    Bubbly flows exhibit complex multiscale dynamics, with deformable bubbles interacting through the surrounding liquid and giving rise to strongly coupled kinematic and morphological behavior. We present BubbleSH, a bubbly flows dataset consisting of transient, three-dimensional bu…