2 papers
cond-mat.mtrl-sci2026
Machine Learning Guided CALPHAD Design of Ru-Stabilized BCC B2 Refractory Alloys
Nathan Peterson, Avik Mahata, Nick Beaver +1
Refractory alloys with a ductile body-centered-cubic (BCC) matrix strengthened by ordered B2 precipitates offer a high-temperature analogue to the gamma/gamma-prime architecture of…
cond-mat.mtrl-sci2024
Rapid Assessment of Stable Crystal Structures in Single Phase High Entropy Alloys Via Graph Neural Network Based Surrogate Modelling
Nicholas Beaver, Aniruddha Dive, Marina Wong +4
In an effort to develop a rapid, reliable, and cost-effective method for predicting the structure of single-phase high entropy alloys, a Graph Neural Network (ALIGNN-FF) based appr…