AFLOW-CHULL: Cloud-oriented platform for autonomous phase stability analysis
Corey Oses, Eric Gossett, David Hicks, Frisco Rose, Michael J. Mehl,, Eric Perim, Ichiro Takeuchi, Stefano Sanvito, Matthias Scheffler, Yoav, Lederer, Ohad Levy, Cormac Toher, Stefano Curtarolo

TL;DR
AFLOW-CHULL is an open-source, cloud-oriented platform that automates phase stability analysis for materials, leveraging extensive data repositories to identify stable compounds and potential synthesis candidates.
Contribution
The paper introduces AFLOW-CHULL, a new module integrated into the AFLOW framework, enabling autonomous thermodynamic stability analysis using large materials databases.
Findings
Analyzed over 1,300 binary and ternary systems.
Identified 18 promising $C15_b$-type structures.
Discovered two half-Heusler compounds as candidates.
Abstract
prediction of phase stability of materials is a challenging practice, requiring knowledge of all energetically-competing structures at formation conditions. Large materials repositories housing properties of both experimental and hypothetical compounds offer a path to prediction through the construction of informatics-based, phase diagrams. However, limited access to relevant data and software infrastructure has rendered thermodynamic characterizations largely peripheral, despite their continued success in dictating synthesizability. Herein, a new module is presented for autonomous thermodynamic stability analysis implemented within the open-source, framework AFLOW. Powered by the AFLUX Search-API, AFLOW-CHULL leverages data of more than 1.8 million compounds currently characterized in the…
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Taxonomy
TopicsMachine Learning in Materials Science · Inorganic Chemistry and Materials · X-ray Diffraction in Crystallography
