Identifying the well-recognized active sites of single-atom catalysts to modulate the oxygen reduction reaction (ORR) catalytic activity and product selectivity is a challenging problem. In this work, using density functional theory (DFT) calculations, we conducted a systematic study for 3d metal and nitrogen co-doped graphene single-atom catalysts (MN4), as well as the MN4 modified by halogen ligand X (MN4–X). The results indicate that all catalysts, except for ZnN4 and ZnN4–X, are thermodynamically and electrochemically stable. The ORR follows the 4e− pathway on Cr/Mn/Fe/CoN4 and Cr/Mn/Fe/CoN4–X, while Ni/CuN4 and Ni/CuN4–X prefer the 2e− ORR pathway. The X ligand can effectively change the electronic structure of M active site to regulate the adsorption strength for reaction intermediates, thus enhancing the ORR catalytic activity. Notably, CoN4–Br/I have the lowest 4e− ORR overpotential of about 0.24 V and exhibit superior catalytic activity, significantly outperforming pure Pt catalysts. However, NiN4–F and CuN4 respectively with the overpotential of 0.08 and 0.03 V display the excellent 2e− ORR catalytic activity. Furthermore, the O2 adsorption energy, Bader charge transfer of M atoms, ΔG⁎OH, and ΔG⁎OOH were demonstrated to be the descriptors for evaluating the ORR activity and product selectivity. This study provides valuable insights for the design of highly efficient ORR catalysts.
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