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Neural network-based order parameter for phase transitions and its applications in high-entropy alloys

Junqi Yin, Zongrui Pei, Michael C. Gao

2021Nature Computational Science46 citationsDOIOpen Access PDF

Topics & Concepts

AutoencoderEntropy (arrow of time)Curse of dimensionalityStatistical physicsAlloyParameter spaceComputer sciencePhase transitionArtificial neural networkMaterials scienceThermodynamicsArtificial intelligenceMathematicsPhysicsMetallurgyStatisticsHigh Entropy Alloys Studiesnanoparticles nucleation surface interactionsMachine Learning in Materials Science
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