3 papers
physics.comp-ph2025
Dependence of Microstructure Classification Accuracy on Crystallographic Data Representation
Shrunal Pothagoni, Dylan Miley, Tyrus Berry +2
Convolutional neural networks are increasingly being used to analyze and classify material microstructures, motivated by the possibility that they will be able to identify relevant…
physics.comp-ph2024
A Metric on the Polycrystalline Microstructure State Space
Dylan Miley, Ethan Suwandi, Benjamin Schweinhart +1
Material microstructures are traditionally compared using sets of statistical measures that are incomplete, e.g., two visually distinct microstructures can have identical grain siz…
cond-mat.mtrl-sci2024
Texture tomography, a versatile framework to study crystalline texture in 3D
M. P. K. Frewein, J. K. Mason, B. Maier +5
The crystallographic texture is a key organization feature of many technical and biological materials. In these materials, especially hierarchically structured ones, the preferenti…