The rational design of high-performance graphene-based single-atom electrocatalysts for the ORR using machine learning

Two descriptors valence electron correction VEc and degree of construction differences DC were proposed to improve the machine learning prediction accuracy of single-atom graphene-based systems (ZZ/ZA-MN x C y ).