metadata
license: cc-by-4.0
language: en
doi: 10.1016/j.dib.2020.106627
viewer: false
This dataset contains several microstructure treatments:
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'])
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'])
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'])
- A variety of different defect shapes in smaller datasets:
- 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/
- 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/
- Train split (500 samples) and test split (50 samples)
- Circular porosity
data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['circle'])
- 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/
- Train split (500 samples) and test split (50 samples)
- Rectangular porosity
data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['rectangle'])
- triangle/
- Train split (500 samples) and test split (50 samples)
- Triangular porosity
data = datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_dir=['triangle'])
- circle/