Autonomous materials synthesis via hierarchical active learning of nonequilibrium phase diagrams
Sebastian Ament, Maximilian Amsler, Duncan R. Sutherland, Ming-Chiang Chang, Dan Guevarra, Aine Connolly, John M. Gregoire, Michael O. Thompson, Carla P. Gomes, R. B. van Dover
Abstract
Artificial intelligence accelerates the search and discovery of new metastable materials for energy applications.
Topics & Concepts
Non-equilibrium thermodynamicsPhase (matter)Computer scienceActive matterPhase diagramBiological systemArtificial intelligencePhysicsThermodynamicsBiologyCell biologyQuantum mechanicsMachine Learning in Materials ScienceAdvanced Memory and Neural ComputingElectronic and Structural Properties of Oxides