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Page 2 of 16                            Lu et al. J Mater Inf 2024;4:31  https://dx.doi.org/10.20517/jmi.2024.65

               INTRODUCTION
               Ammonia (NH ) is indispensable in modern industry, primarily as an essential component in global
                             3
                                                                                       [1]
               fertilizer production and as a key precursor in the synthesis of numerous chemicals . Moreover, NH  has
                                                                                                      3
               gained increased attention as a promising carbon-free energy carrier due to its high hydrogen content
                                                              [2,3]
               (17.6 wt%) and substantial energy density (4.3 kWh/kg) . This dual role underscores the growing need for
                                                              [4,5]
               sustainable and efficient NH  production methods . However, the industrial synthesis of NH  is
                                          3
                                                                                                       3
               dominated by the Haber-Bosch process, which operates under extreme conditions (~500 °C, 200-300 atm),
               accounting for approximately 2% of global energy consumption and significant greenhouse gas
               emissions . The electrocatalytic nitrogen reduction reaction (NRR) offers a promising green alternative,
                       [6-8]
               enabling NH  synthesis under mild conditions with significantly reduced energy consumption and zero
                          3
               carbon emissions [9-14] . Nevertheless, the NRR process still faces challenges such as low activity and poor
               selectivity, which severely limits their practical applicability [15,16] . Therefore, developing catalysts with high
               activity and selectivity is crucial for enhancing NRR performance and advancing sustainable NH  synthesis.
                                                                                                3
               Single-atom catalysts (SACs), characterized by atomically dispersed metal atoms on a substrate, have
               emerged as a promising class of catalysts due to their maximized metal atom utilization, tunable electronic
               properties, and exceptional catalytic performance [17-24] . SACs have shown great promise in various energy
               conversion reactions [25-27] , and numerous high-performance SACs for NRR have been reported both
               experimentally and theoretically [28-35] . For instance, Feng et al. synthesized an efficient NRR electrocatalyst
               by immobilizing Ru atoms onto a graphdiyne/graphene sandwich structure, achieving a high NH  yield rate
                                                                                                 3
               of 56.8  μg h  mg cat -1  and a Faradaic efficiency (FE) of 37.6% . Similarly, Geng et al. developed a
                          -1
                                                                       [36]
               nitrogen-doped graphene-based Ru SAC (Ru SAs/N-C) with an FE of 29.6% and an impressive NH  yield
                                                                                                     3
               rate of 120.9 μg h  mg , which is nearly one order of magnitude higher than previously reported values .
                                                                                                       [37]
                              -1
                                   -1
                                  cat
               Ling et al. conducted high-throughput screening of nitrogen-doped graphene-based SACs for NRR,
               revealing the catalytic potential of different transition metals (TMs) (3d, 4d, 5d) in various coordination
               environments (TM-N C ). Among these, W C  exhibited the best performance, with a remarkably low onset
                                  x y
                                                    1 3
                                [38]
               potential of 0.25 V . These studies demonstrate that catalytic performance can be effectively tuned by
               modulating the types of metal atoms, substrates, and the local coordination environment around the active
               sites. A critical factor in achieving an outstanding NRR catalyst is the optimal synergy between the metal
               atom and the substrate. On the one hand, strong metal-substrate interactions are essential to stabilize the
               isolated metal atoms and prevent their aggregation [39,40] . On the other hand, the inherent properties of the
               metal atom, such as its electronic configuration and d-orbital occupation, play a key role in determining its
               reactivity [41,42] . Simultaneously, the local coordination environment provided by the substrate modulates the
               electronic structure of the metal, affecting its ability to activate N  and promote selective catalytic
                                                                            2
               pathways [43,44] . This delicate balance between metal atom characteristics and substrate interactions is
               essential to enhancing overall catalytic performance.
               N-heterocyclic carbene nanomaterials (NCMs), which incorporate molecular N-heterocyclic carbenes
               (NHCs) into the lattices of low-dimensional carbon materials, represent a novel class of carbon-nitride
               materials with well-defined porous structures formed by NHC units [45-49] . These materials combine the
               advantages of NHCs and the rigid, periodic carbon frameworks, facilitating the formation of robust C-TM
               bonds with metal atoms. Simultaneously, the σ-donating and π-accepting properties of NHCs interact with
               the d-orbitals of the metal, modulating its electronic structure and thereby enhancing catalytic activity [47,49] .
               Thus, NCMs offer a distinctive NHC coordination environment, making them highly promising platforms
               for the design of high-performance SACs. In our previous work, graphene-based NCMs have been
               successfully employed to anchor various TMs (TM@graphene-NCM), demonstrating significant catalytic
               potential for NRR [45,47] . Among them, a Mn-embedded SAC exhibited remarkable performance, achieving a
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