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2D Shock-Induced R22 Bubble Collapse in Air

Description

The dataset captures the time-evolving behavior of 2D cylindrical R22 bubbles subjected to an external shock wave in air. The interaction with the shock wave results in a collapse of the R22 bubble. Here we investigate a scenario with open boundary conditions at every wall.

About the data

Metadata Description
Solver ALPACA
PDE 2D compressible Euler equations
Dimension 2D
Number of Trajectories 300
Train-Test-Split 0.8 - 0.2
Number of Timesteps 101
Simulation End Time 70 μs \mu s
Save Interval 0.7 μs \mu s
Fields - density_mixed
- density_water
- density_air
- pressure
- velocityX
- velocityY
- volume_fraction_water
Simulation Resolution 2048x2560 (Clipped and Downsampled)
Dataset Resolution 512x512 & 256x256
Grid Type Cartesian Uniform Grid
Initial Condition The bubbles are in equilibrium with the surrounding pre-shock environment.
Boundary Conditions North: Open
South: Open
East: Open
West: Open
Conditioning Parameters Shock Mach Number [1.3 - 2.1]
Bubble Count [1 - 5]
Bubble Radius [2mm - 3.5mm]
Bubble Center Position [Random in Domain]

Further metadata information can be found in the corresponding metadata.json file.

Key Challenges for Surrogate Modelling

  • Accurate interface capturing
  • Understanding wave dynamics
  • Tracking bubble fragments

How to Download the Dataset

Download the whole dataset:

hf download FluidVerse/2D_SRBA_OOOO --repo-type dataset

Download only part of the dataset with resolution 256x256:

from huggingface_hub import snapshot_download

snapshot_download(
    repo_id="FluidVerse/2D_SRBA_OOOO",
    repo_type="dataset",
    allow_patterns="multi_r22_bubble/256x256/*",
    local_dir="."
)
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