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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…