is the position matrix, where Ignoring periodic invariance will lead to different graph representations and energy predictions for the same surface . Different from crystals, the presence of the vacuum layer breaks the periodicity along the direction perpendicular to the surface. This means that the catalyst surfaces actually exhibit periodicity only in the a and b directions. Thus, the infinite surface structure can be represented as