“…Since its first synthesis twenty years ago [1,2], graphene has always been the most investigated material thanks to its exotic electronic and mechanical properties, in particular the Dirac fermion characteristic around the Fermi level [3,4]. These unique properties also make graphene an optimal host lattice for a wide variety of adatoms [5,6], which may lead to potential applications such as electronic devices [7], single-ion magnets [8], single-atom catalysts [9], or tuning the electronic properties by doping [10], etc. To step closer to the realization of those applications, it is crucial to understand the behaviors of impurities on graphene.…”