Machine Learning in Materials ScienceCrystallization and Solubility StudiesSolidification and crystal growth phenomena
Edward C Lee, Daniel Salley, Abhishek Sharma, Leroy Cronin
2026.1.1Digital Discovery
Abstract
A closed-loop robotic platform with human supervision uses AI-driven vision to detect, classify and discover crystal polymorphs, mapping complex crystallisation landscapes with minimal experiments to reveal hidden regions of polymorph space.
Citation format
LEE, Edward C, et al. AI-driven robotic crystal explorer for rapid polymorph identification. Digital Discovery, 2026, 5(2): 734–742.