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New BubbleSH Dataset Enables Data-Driven Modeling of Bubbly Flows

By PulseAugur Editorial · [3 sources] ·

Researchers have introduced BubbleSH, a new dataset designed for data-driven modeling of bubbly flows. This dataset captures transient, three-dimensional bubble-swarm dynamics from high-fidelity simulations, providing detailed information on bubble trajectories, velocities, and shape evolution. Bubble morphology is compactly represented using spherical harmonics, making the dataset suitable for developing models that can predict future trajectories and shape changes in complex multiphase systems. AI

IMPACT Enables development of generative models for complex fluid dynamics simulations.

RANK_REASON The cluster describes a new dataset and benchmark for data-driven modeling of multiphase systems, published on arXiv.

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

New BubbleSH Dataset Enables Data-Driven Modeling of Bubbly Flows

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COVERAGE [3]

  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…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    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…

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