Litcius/Paper detail

Topology-based machine learning for predicting curvature effects in metal-nitrogen-carbon single-atom catalysts

Ge-Hao Liang, Heng-Su Liu, Ximing Zhang, Jianfeng Li, Shisheng Zheng

2025Journal of Energy Chemistry20 citationsDOI

Topics & Concepts

CurvatureCatalysisNitrogen atomAtom (system on chip)Carbon fibersMetalTopology (electrical circuits)NitrogenCarbon atomMaterials scienceChemistryComputer scienceMathematicsMetallurgyCombinatoricsGeometryParallel computingOrganic chemistryComposite materialComposite numberAlkylGroup (periodic table)Machine Learning in Materials ScienceCatalysis and Oxidation ReactionsSurface Chemistry and Catalysis