Elucidating the oxygen reduction reaction kinetics on defect engineered nanocarbon electrocatalyst: interplay between the N-dopant and defect sites

For oxygen reduction reaction (ORR), the active sites of a defective N-doped graphene are predicted by a quantum mechanics/machine learning approach; the synthesized catalyst shows exemplary ORR activity that was further confirmed by a DFT study.