photodetection [5,6] and photocatalysis. [7] While random aggregates of silver nano particles can result in very high enhance ment, thereby facilitating the detection of single molecules through Raman scat tering; [8] for technological applications, a greater control and reproducibility over the junction dimensions and therefore enhancements will be necessary. Past efforts include using dielectric spacers, made with SiO 2 [9,10] and Al 2 O 3 [11] of con trolled thickness, as well as graphene. [5,[12][13][14] The existing fabrication techniques to realize these strategies often involves multi step microfabrication processes involving expensive patterning techniques such as ebeam lithography, [15,16] nanosphere lithography, [17] nanoimprint lithography [18] or vacuum based deposition [19] techniques.Among various spacer layers, single layer graphene provides an attractive platform due to its atomic layer thickness, broadband photo responsivity and ease of integration over large areas. This was recently demonstrated by Paria et al., [5] who used a graphene monolayer as a separator between 70 nm Ag spheres. The field enhancement at the junction was calculated to be very large, and this was confirmed through Raman measurements of the graphene layer. In addition, the graphene photoresponsivity was found to be significantly enhanced, and found to be much larger than other plasmonically sensitized graphene photo detectors. [5,6,20,21] Li et al. have developed Cu NPs-graphene-Cu film system by directly depositing Cu nanoparticles on the CVD grown graphene which showed strong nearfield coupling between Cu NPs and Cu films. [22] Enhancement dependence on the laser incident angle was demonstrated and an optimum incident angle of 60° was identified for maximum enhance ment. Similarly, there have been other efforts to use graphene as separators between nanowires, [14] nanodimers, [12,23] photonic nanocrystals, and nanocavities for a multitude of applications. These graphenebased hybrids [13,18,22,24] show excellent Raman signal enhancement and hence have created a new pathway in the field of biosensing through surfaceenhanced Raman spectroscopy.In this paper, we report a new fabrication strategy involving selfassembly that exploits selective heterogenous nucleation to create graphene separated Au dimers. The most important observation is the existence of a window in the growth condi tions that yields preferential heterogeneous nucleation of a Noble metal dimers with sub-nanometer separation support strong electromagnetic field enhancement which has practical applications in surface enhanced Raman scattering (SERS), photodetection, and photocatalysis. Monolayer graphene is an excellent spacer material to practically realize uniform separation between the dimers. Here, directed microwave-assisted self-assembly of Au nanoparticle dimers is reported, separated by graphene monolayer over 1 cm 2 substrates. Detailed analytical models of Au particle formation kinetics explain the experimentally observed control of the density and sel...