Use of metamodels for rapid discovery of narrow bandgap oxide photocatalysts
Haoxin Mai, Tu C. Le, Takashi Hisatomi, Dehong Chen, Kazunari Domen, David A. Winkler, Rachel A. Caruso
Abstract
evolution activities were consistent with the predictions. Conspicuously, the two compounds with strong photoactivities under UV and visible light are promising visible-light-driven water splitting photocatalysts. This study demonstrates the power of machine learning and the potential of big data to accelerate discovery of next-generation photocatalysts.
Topics & Concepts
PhotocatalysisNanotechnologyBand gapOxideMaterials scienceChemistryOptoelectronicsOrganic chemistryCatalysisMachine Learning in Materials ScienceAdvanced Photocatalysis TechniquesElectronic and Structural Properties of Oxides