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+ ---
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+ license: cc-by-nc-4.0
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+ tags:
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+ - CFD
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+ - Multiphase
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+ - CompressibleFlow
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+ - SciML
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+ - Shock
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+ - Droplets
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+ pretty_name: 2D Shock-Induced Droplet Breakup in Air
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # 2D Shock-Induced Droplet Breakup in Air
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+ ## Description
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+
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+ The dataset captures the time-evolving behavior of 2D cylindrical droplets subjected to an external shock wave in air.
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+ The interaction with the shock wave results in two different breakup modes namely SIE and RTP depending on the weber number.
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+ Here we investigate a scenario with symmetric boundary conditions at the north and south walls.
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+
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+ <div style="display:flex;justify-content:center">
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+ <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>
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+ </div>
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+
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+ ## About the data
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+ |Metadata|Description|
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+ |-----|------|
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+ |Solver|[ALPACA](https://www.sciencedirect.com/science/article/abs/pii/S0010465521003581)|
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+ |PDE|2D compressible Euler equations|
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+ |Dimension|2D|
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+ |Number of Trajectories|300|
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+ |Train-Test-Split|0.8 - 0.2|
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+ |Number of Timesteps|101|
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+ |Simulation End Time|91 \\( \mu s \\) - 1240 \\( \mu s \\) (depending on the IC)|
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+ |Save Interval|0.91 \\( \mu s \\) - 12.40 \\( \mu s \\) (depending on the IC)|
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+ |Fields| - density_mixed <br/> - density_water <br/> - density_air <br/> - pressure <br/> - velocityX <br/> - velocityY <br/> - volume_fraction_water|
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+ |Simulation Resolution|1024x512 (Clipped and Downsampled)|
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+ |Dataset Resolution|512x512 & 256x256|
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+ |Grid Type|Cartesian Uniform Grid|
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+ |Initial Condition|The droplets are in equilibrium with the surrounding pre shock environment.|
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+ |Boundary Conditions| North: Symmetry <br/> South: Symmetry <br/> East: Open <br/> West: Open|
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+ |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]
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+
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+ Further metadata information can be found in the corresponding `metadata.json` file.
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+
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+ ## Key Challenges for Surrogate Modelling
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+ - Distinguish breakup mode - RTP or SIE
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+ - Accurate interface capturing
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+ - Understanding wave dynamics
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+ - Tracking droplet fragments
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+ - Capture droplet interactions in the case of multi-droplets
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+
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+ ## How to Download the Dataset
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+
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+ Download the whole dataset:
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+ ```
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+ hf download FluidVerse/2D_SDBA_SSOO --repo-type dataset
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+ ```
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+
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+ Download only part of the dataset with resolution 256x256:
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+ ```
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+ from huggingface_hub import snapshot_download
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+
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+ snapshot_download(
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+ repo_id="FluidVerse/2D_SDBA_SSOO",
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+ repo_type="dataset",
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+ allow_patterns="multi_droplet/256x256/*",
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+ local_dir="."
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+ )
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+ ```