Ammonia is an important industrial raw material. To promote the production of ammonia, it is urgent to develop efficient catalysts for nitrogen reduction reactions (NRR). Here, we have reported a novel elec-trocatalyst: gamma-graphyne-like BN sheet-supported single metal atom (M/gamma BN, M = Sc, Ti, V, Cr, Mn, Fe, Co, Ni, Cu, Zn, and Ru) for NRR and studied the effect of Hubbard U correction in single-atom catalysts. The results of adsorption show that Ti/gamma BN, V/gamma BN, and Ru/gamma BN have the best adsorption energy for nitrogen. A detailed analysis of the NRR mechanism indicates that V/gamma BN has the lowest energy barrier in the rate-determining step when it follows a distal mechanism. Further analysis shows that the superior catalytic performance in V/gamma BN sheet is mainly attributed to the electron donation and back-donation mechanism. More interest-ingly, V/gamma BN greatly inhibited HER selectivity. By analyzing the doping structure and adsorption system, it can be found that when considering Hubbard U correction, there will be an obvious correlation between energy and distance. This study not only provides a basis for understanding the mechanism of nitrogen reduction reaction catalyzed by single-atom catalysts but also provides a new design idea for the rational design of high-efficiency NRR catalysts. (C) 2022 Elsevier B.V. All rights reserved.