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General reactive element-based machine learning potentials for heterogeneous catalysis

Changxi Yang, Chenyu Wu, Wenbo Xie, Daiqian Xie, P. Hu

2025Nature Catalysis26 citationsDOI

Topics & Concepts

GeneralityArtificial intelligenceMachine learningComputer scienceDensity functional theoryRange (aeronautics)Heterogeneous catalysisCatalysisSampling (signal processing)Process (computing)Biochemical engineeringComplex systemComputational learning theoryBasis (linear algebra)DecompositionBiological systemOptimization problemAlgorithmic learning theoryChemistryExperimental dataKernel (algebra)Reactivity (psychology)Machine Learning in Materials ScienceX-ray Diffraction in CrystallographyCatalysis and Oxidation Reactions
General reactive element-based machine learning potentials for heterogeneous catalysis | Litcius