File size: 3,276 Bytes
a28e0c7 8c0ebbe 8c209bc d5fcbfc 7675882 ba59f78 03fd29b ba59f78 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 |
---
license: cc-by-4.0
language: en
doi: 10.1016/j.dib.2020.106627
viewer: false
---
This dataset contains several microstructure treatments:
1. [`variable_radius.zip`](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/blob/main/variable_radius.zip)
- Single split
- Ten microstructures with defects of variable radii, from 0.01 mm to 0.5 mm.
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_files=['variable_radius.zip'])```
2. [`variable_number.zip`](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/blob/main/variable_number.zip)
- Single split
- Ten microstructures with different numbers of defects, from 20 to 200.
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_files=['variable_number.zip'])```
3. [`circular_defects.zip`](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/blob/main/circular_defects.zip)
- Single split (1000 samples)
- This data contains samples of microstructures with 100 circular porosity defects having their radii uniformly distributed in the range 0.1 – 0.5 mm, and their corresponding strain fields.
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_files=['circular_defects.zip'])```
6. A variety of different defect shapes in smaller datasets:
- [circle/](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/tree/main/circle)
- Train split (500 samples) and test split (50 samples)
- Circular porosity
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['circle'])```
- [crescent/](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/tree/main/crescent)
- Train split (500 samples) and test split (50 samples)
- Crescent-shaped porosity
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['crescent'])```
- [ellipse/](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/tree/main/ellipse)
- Train split (500 samples) and test split (50 samples)
- Circular porosity
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['circle'])```
- [peanut/](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/tree/main/peanut)
- Train split (500 samples) and test split (50 samples)
- Peanuty porosity
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['peanut'])```
- [rectangle/](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/tree/main/rectangle)
- Train split (500 samples) and test split (50 samples)
- Rectangular porosity
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['rectangle'])```
- [triangle/](https://huggingface.co/datasets/cmudrc/porous-microstructure-strain-fields/tree/main/triangle)
- Train split (500 samples) and test split (50 samples)
- Triangular porosity
- ```data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['triangle'])``` |