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- Ten microstructures with defects of variable radii, from 0.01 mm to 0.5 mm. To load it, run:datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_files=['variable_radius.zip'])variable_number.zip- Ten microstructures with different numbers of defects, from 20 to 200. To load it, run:datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_files=['variable_number.zip'])circular_defects.zip- This data contains image data of 1000 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. To load it, run:datasets.load_dataset("cmudrc/porous-microstructure-strain-fields", data_files=['circular_defects.zip'])- A variety of different defect shapes in smaller datasets, with train/test splites (500 samples and 50 samples, respectively).
- Circles
- Crescents
- Ellipses
- Peanuts
- Rectangles
- Triangles