Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,71 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
tags:
|
| 4 |
+
- CFD
|
| 5 |
+
- Multiphase
|
| 6 |
+
- CompressibleFlow
|
| 7 |
+
- SciML
|
| 8 |
+
- Shock
|
| 9 |
+
- Droplets
|
| 10 |
+
pretty_name: 2D Shock-Induced Droplet Breakup in Air
|
| 11 |
+
size_categories:
|
| 12 |
+
- 10K<n<100K
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# 2D Shock-Induced Droplet Breakup in Air
|
| 16 |
+
## Description
|
| 17 |
+
|
| 18 |
+
The dataset captures the time-evolving behavior of 2D cylindrical droplets subjected to an external shock wave in air.
|
| 19 |
+
The interaction with the shock wave results in two different breakup modes namely SIE and RTP depending on the weber number.
|
| 20 |
+
Here we investigate a scenario with symmetric boundary conditions at the north and south walls.
|
| 21 |
+
|
| 22 |
+
<div style="display:flex;justify-content:center">
|
| 23 |
+
<video style="width:100%;max-width:400px" src="https://huggingface.co/datasets/FluidVerse/2D_SABW_SSOO/resolve/main/2D_SABW_SSOO_Mach2.10.mp4" loop autoplay muted></video>
|
| 24 |
+
</div>
|
| 25 |
+
|
| 26 |
+
## About the data
|
| 27 |
+
|Metadata|Description|
|
| 28 |
+
|-----|------|
|
| 29 |
+
|Solver|[ALPACA](https://www.sciencedirect.com/science/article/abs/pii/S0010465521003581)|
|
| 30 |
+
|PDE|2D compressible Euler equations|
|
| 31 |
+
|Dimension|2D|
|
| 32 |
+
|Number of Trajectories|300|
|
| 33 |
+
|Train-Test-Split|0.8 - 0.2|
|
| 34 |
+
|Number of Timesteps|101|
|
| 35 |
+
|Simulation End Time|91 \\( \mu s \\) - 1240 \\( \mu s \\) (depending on the IC)|
|
| 36 |
+
|Save Interval|0.91 \\( \mu s \\) - 12.40 \\( \mu s \\) (depending on the IC)|
|
| 37 |
+
|Fields| - density_mixed <br/> - density_water <br/> - density_air <br/> - pressure <br/> - velocityX <br/> - velocityY <br/> - volume_fraction_water|
|
| 38 |
+
|Simulation Resolution|1024x512 (Clipped and Downsampled)|
|
| 39 |
+
|Dataset Resolution|512x512 & 256x256|
|
| 40 |
+
|Grid Type|Cartesian Uniform Grid|
|
| 41 |
+
|Initial Condition|The droplets are in equilibrium with the surrounding pre shock environment.|
|
| 42 |
+
|Boundary Conditions| North: Symmetry <br/> South: Symmetry <br/> East: Open <br/> West: Open|
|
| 43 |
+
|Conditioning Parameters| Shock Mach Number [1.2 - 3.2] <br/> Weber Number [10 - 30 & 10k - 30k] <br/> Droplet Count [1 - 5] <br/> Droplet Radius [2mm - 3.5mm] <br/> Droplet Center Position [Random in Domain]
|
| 44 |
+
|
| 45 |
+
Further metadata information can be found in the corresponding `metadata.json` file.
|
| 46 |
+
|
| 47 |
+
## Key Challenges for Surrogate Modelling
|
| 48 |
+
- Distinguish breakup mode - RTP or SIE
|
| 49 |
+
- Accurate interface capturing
|
| 50 |
+
- Understanding wave dynamics
|
| 51 |
+
- Tracking droplet fragments
|
| 52 |
+
- Capture droplet interactions in the case of multi-droplets
|
| 53 |
+
|
| 54 |
+
## How to Download the Dataset
|
| 55 |
+
|
| 56 |
+
Download the whole dataset:
|
| 57 |
+
```
|
| 58 |
+
hf download FluidVerse/2D_SDBA_SSOO --repo-type dataset
|
| 59 |
+
```
|
| 60 |
+
|
| 61 |
+
Download only part of the dataset with resolution 256x256:
|
| 62 |
+
```
|
| 63 |
+
from huggingface_hub import snapshot_download
|
| 64 |
+
|
| 65 |
+
snapshot_download(
|
| 66 |
+
repo_id="FluidVerse/2D_SDBA_SSOO",
|
| 67 |
+
repo_type="dataset",
|
| 68 |
+
allow_patterns="multi_droplet/256x256/*",
|
| 69 |
+
local_dir="."
|
| 70 |
+
)
|
| 71 |
+
```
|