Directly predicting limiting potentials from easily obtainable physical properties of graphene-supported single-atom electrocatalysts by machine learning
Shiru Lin, Haoxiang Xu, Yekun Wang, Xiao Cheng Zeng, Zhongfang Chen
Abstract
The oxygen reduction reaction (ORR), oxygen evolution reaction (OER), and hydrogen evolution reaction (HER) are three critical reactions for energy-related applications, such as water electrolyzers and metal–air batteries.
Topics & Concepts
Oxygen evolutionGrapheneLimitingOxygen reduction reactionMaterials scienceNanotechnologyElectrochemistryOxygenHydrogenChemical engineeringComputer scienceChemistryPhysical chemistryElectrodeMechanical engineeringEngineeringOrganic chemistryElectrocatalysts for Energy ConversionMachine Learning in Materials ScienceFuel Cells and Related Materials