6 citations · 6 across the 2 of their papers we have counts for
2 papers
cs.AI2017★ 6 cited
Building Data-driven Models with Microstructural Images: Generalization and Interpretability
Julia Ling, Maxwell Hutchinson, Erin Antono +3
As data-driven methods rise in popularity in materials science applications, a key question is how these machine learning models can be used to understand microstructure. Given the…
cond-mat.mtrl-sci2017
Exploring the microstructure manifold: image texture representations applied to ultrahigh carbon steel microstructures
Brian L. DeCost, Toby Francis, Elizabeth A. Holm
We introduce a microstructure informatics dataset focusing on complex, hierarchical structures found in a single Ultrahigh carbon steel under a range of heat treatments. Applying i…