FluidVerse/2D_SABW_SSOO

2D Shock-Induced Air Bubble Collapse in Water

Description

The dataset captures the time-evolving behavior of 2D cylindrical air bubbles subjected to an external shock wave in water. The interaction with the shock wave results in a collapse of the air bubble. Here we investigate a scenario with symmetric boundary conditions at the north and south walls.

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	15 $\mu s\backslash mu\; s$
Save Interval	0.15 $\mu s\backslash mu\; s$
Fields	- density_mixed - density_water - density_air - pressure - velocityX - velocityY - volume_fraction_water
Simulation Resolution	2048x1024 (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: Symmetry South: Symmetry 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
• Peak pressure in the domain
• Understanding wave dynamics
• Tracking bubble fragments

How to Download the Dataset

Download the whole dataset:

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

Download only part of the dataset with resolution 256x256:

from huggingface_hub import snapshot_download

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