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Defect graph neural networks for materials discovery in high-temperature clean-energy applications

Matthew Witman, Anuj Goyal, Tadashi Ogitsu, Anthony H. McDaniel, Stephan Lany

2023Nature Computational Science70 citationsDOIOpen Access PDF

Topics & Concepts

Artificial neural networkVacancy defectComputer scienceGraphGraph theoryMaterials scienceComputational scienceTheoretical computer scienceMachine learningChemistryMathematicsCrystallographyCombinatoricsMachine Learning in Materials ScienceCatalysis and Oxidation ReactionsChemical Looping and Thermochemical Processes
Defect graph neural networks for materials discovery in high-temperature clean-energy applications | Litcius