license: cc-by-nc-4.0
language:
- en
tags:
- multiphase flows
size_categories:
- 10K<n<100K
Overview Scientific machine learning (SciML) is a promising strategy for designing multiphase flow solvers, but it requires a large dataset. This paper presents a comprehensive dataset created from 11,000 simulations, both in 2D and 3D, using the Lattice Boltzmann method~(LBM). The dataset captures intricate physics by varying factors such as surface tension, density, and viscosity of fluids. These simulations, comprising 1 million time snapshots, provide extensive data on two-fluid behavior. By making this dataset publicly available, we aim to encourage SciML research and its applications in complex fluid systems, facilitating the creation of more precise and efficient SciML frameworks for multiphysics applications. Our dataset spans multiple orders of magnitude of Reynolds and Bond numbers, density, and viscosity ratios, making it exceptionally rich and valuable for understanding multiphase flows.
Dataset Information
Our library contains simulated data from both 2d and 3d simulaions. The library has four categories (with corresponding sample sizes):
2d bubble - 5000
2d drop - 5000
3d bubble - 500
3d drop - 500
Due to size of the datasets and to facilitate easier downloads, we have divided the simulations under each category into groups. Further, we have created tar files (for 2d) and splitted tar files (for 3d) to reduce the download sizes. The following steps show how to extract these into *.npz.tar.gz files.
2d
tar -xzvf dropGroup1_npz_*.tar.gz
tar -xzvf dropGroup2_npz_*.tar.gz
tar -xzvf dropGroup3_npz_*.tar.gz
tar -xzvf dropGroup4_npz_*.tar.gz
tar -xzvf dropGroup5_npz_*.tar.gz
tar -xzvf bubbleGroup1_npz_*.tar.gz
tar -xzvf bubbleGroup2_npz_*.tar.gz
tar -xzvf bubbleGroup3_npz_*.tar.gz
tar -xzvf bubbleGroup4_npz_*.tar.gz
tar -xzvf bubbleGroup5_npz_*.tar.gz
3d
Step - 1 : Merge split tarred files into tar.gz files
cat 3DbubbleGroup1_npz_* > 3DbubbleGroup1_npz.tar.gz
cat 3DbubbleGroup2_npz_* > 3DbubbleGroup2_npz.tar.gz
cat 3DbubbleGroup3_npz_* > 3DbubbleGroup3_npz.tar.gz
cat 3DbubbleGroup4_npz_* > 3DbubbleGroup4_npz.tar.gz
cat 3DbubbleGroup5_npz_* > 3DbubbleGroup5_npz.tar.gz
cat 3DdropGroup1_npz_* > 3DdropGroup1_npz.tar.gz
cat 3DdropGroup2_npz_* > 3DdropGroup2_npz.tar.gz
cat 3DdropGroup3_npz_* > 3DdropGroup3_npz.tar.gz
cat 3DdropGroup4_npz_* > 3DdropGroup4_npz.tar.gz
cat 3DdropGroup5_npz_* > 3DdropGroup5_npz.tar.gz
Step 2 : Create the *npz.tar.gz files
tar -xzvf 3DdropGroup1_npz.tar.gz
tar -xzvf 3DdropGroup2_npz.tar.gz
tar -xzvf 3DdropGroup3_npz.tar.gz
tar -xzvf 3DdropGroup4_npz.tar.gz
tar -xzvf 3DdropGroup5_npz.tar.gz
tar -xzvf 3DbubbleGroup1_npz.tar.gz
tar -xzvf 3DbubbleGroup2_npz.tar.gz
tar -xzvf 3DbubbleGroup3_npz.tar.gz
tar -xzvf 3DbubbleGroup4_npz.tar.gz
tar -xzvf 3DbubbleGroup5_npz.tar.gz
Refer to the directory structure section below to understand how these files have been staged inside huggingface.
License
CC-BY-NC-SA-4.0
Code
https://anonymous.4open.science/r/mpfbench-tools-67D0/README.md
Directory Structure of the data
main/
├── 2Dbubble/
│ ├── bubbleGroup1_npz/
│ │ ├── bubbleGroup1_npz_1.tar.gz
│ │ ├── bubbleGroup1_npz_2.tar.gz
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── bubbleGroup1_npz_10.tar.gz
│ ├── bubbleGroup2_npz/
│ │ ├── bubbleGroup2_npz_1.tar.gz
│ │ ├── bubbleGroup2_npz_2.tar.gz
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── bubbleGroup2_npz_10.tar.gz
.
.
.
│ ├── bubbleGroup5_npz/
│ │ ├── bubbleGroup5_npz_1.tar.gz
│ │ ├── bubbleGroup5_npz_2.tar.gz
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── bubbleGroup5_npz_10.tar.gz
├── 2Ddrop/
│ ├── dropGroup1_npz/
│ │ ├── dropGroup1_npz_1.tar.gz
│ │ ├── dropGroup1_npz_2.tar.gz
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── dropGroup1_npz_10.tar.gz
│ ├── dropGroup2_npz/
│ │ ├── dropGroup2_npz_1.tar.gz
│ │ ├── dropGroup2_npz_2.tar.gz
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── dropGroup2_npz_10.tar.gz
.
.
.
│ ├── dropGroup5_npz/
│ │ ├── dropGroup5_npz_1.tar.gz
│ │ ├── dropGroup5_npz_2.tar.gz
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── dropGroup5_npz_10.tar.gz
├── 3Dbubble/
│ ├── split/
│ │ ├── 3DbubbleGroup1_npz_aa
│ │ ├── 3DbubbleGroup1_npz_ab
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── 3DbubbleGroup1_npz_af
│ │ ├── 3DbubbleGroup2_npz_aa
│ │ ├── 3DbubbleGroup2_npz_ab
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── 3DbubbleGroup2_npz_af
.
.
.
│ │ ├── 3DbubbleGroup5_npz_aa
│ │ ├── 3DbubbleGroup5_npz_ab
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── 3DbubbleGroup5_npz_af
├── 3Ddrop/
│ ├── split/
│ │ ├── 3DdropGroup1_npz_aa
│ │ ├── 3DdropGroup1_npz_ab
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── 3DdropGroup1_npz_af
│ │ ├── 3DdropGroup2_npz_aa
│ │ ├── 3DdropGroup2_npz_ab
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── 3DdropGroup2_npz_af
.
.
.
│ │ ├── 3DdropGroup5_npz_aa
│ │ ├── 3DdropGroup5_npz_ab
│ │ ├── .
│ │ ├── .
│ │ ├── .
│ │ └── 3DdropGroup5_npz_af
├── Sample Dataset/
│ ├── 2D/
│ │ ├── bubble/
│ │ │ ├── Sample1/
│ │ │ │ |── X_bubble_padded_dataset_1.npz
│ │ │ │ |── Y_bubble_padded_dataset_1.npz
│ │ │ ├── Sample2/
│ │ │ │ |── X_bubble_padded_dataset_2.npz
│ │ │ │ |── Y_bubble_padded_dataset_2.npz
.
.
.
│ │ │ ├── Sample10/
│ │ │ │ |── X_bubble_padded_dataset_10.npz
│ │ │ │ |── Y_bubble_padded_dataset_10.npz
│ │ ├── drop/
│ │ │ ├── Sample1/
│ │ │ │ |── X_drop_padded_dataset_1.npz
│ │ │ │ |── Y_drop_padded_dataset_1.npz
│ │ │ ├── Sample2/
│ │ │ │ |── X_drop_padded_dataset_2.npz
│ │ │ │ |── Y_drop_padded_dataset_2.npz
.
.
.
│ │ │ ├── Sample10/
│ │ │ │ |── X_drop_padded_dataset_10.npz
│ │ │ │ |── Y_drop_padded_dataset_10.npz
│ ├── 3D/
│ │ ├── bubble/
│ │ │ ├── Sample1/
│ │ │ │ |── X_bubble_padded_dataset_3d_1.npz
│ │ │ │ |── Y_bubble_padded_dataset_3d_1.npz
│ │ │ ├── Sample2/
│ │ │ │ |── X_bubble_padded_dataset_3d_2.npz
│ │ │ │ |── Y_bubble_padded_dataset_3d_2.npz
.
.
.
│ │ │ ├── Sample10/
│ │ │ │ |── X_bubble_padded_dataset_3d_10.npz
│ │ │ │ |── Y_bubble_padded_dataset_3d_10.npz
│ │ ├── drop/
│ │ │ ├── Sample1/
│ │ │ │ |── X_drop_padded_dataset_3d_1.npz
│ │ │ │ |── Y_drop_padded_dataset_3d_1.npz
│ │ │ ├── Sample2/
│ │ │ │ |── X_drop_padded_dataset_3d_2.npz
│ │ │ │ |── Y_drop_padded_dataset_3d_2.npz
.
.
.
│ │ │ ├── Sample10/
│ │ │ │ |── X_drop_padded_dataset_3d_10.npz
│ │ │ │ |── Y_drop_padded_dataset_3d_10.npz
├── README.md
├── .gitattributes
└── info.txt