Understanding nanoparticle assembly: A simulation approach to SERS-active dimers

► Effect of initial nanoparticle concentration on assembly. ► Nanoparticle assembly based on single and double addition for small systems. ► Surface coverage and nature of the linkers influence assembly. ► Maximized dimer formation can be achieved only considering charge effects. ► For systems modeled, pure formation of dimers is not achievable.