Litcius/Paper detail

Single-atom collaboration with cluster for accelerated nitrate electroreduction: Synergy revelation via machine learning and DFT calculations

Ruochen Zhu, Haoyu Wang, K. Tang, Xinyuan Yang, Xiuxian Zhao, Jiayuan Yu, Riming Hu

2025Journal of Energy Chemistry14 citationsDOI

Topics & Concepts

Density functional theoryCatalysisCluster (spacecraft)ChemistryComputational chemistryNitrateLimitingReactivity (psychology)AdsorptionStability (learning theory)Selective catalytic reductionMetalReaction mechanismChemical physicsCoupled clusterTransition metalMachine learningNanotechnologyAmmoniaReduction (mathematics)Molecular descriptorElectronic structureMoleculeHybrid functionalHeterogeneous catalysisMechanism (biology)RedoxAmmonia Synthesis and Nitrogen ReductionAdvanced Photocatalysis TechniquesElectrocatalysts for Energy Conversion