Fabrication
of high-performance heterostructure devices requires
fundamental understanding of the diffusion dynamics of metal species
on 2D materials. Here, we investigate the room-temperature diffusion
of Ag, Au, Cu, Pd, Pt, and Ru adatoms on graphene using
ab
initio
and classical molecular dynamics simulations. We find
that Ag, Au, Cu, and Pd follow Lévy walks, in which adatoms
move continuously within ∼1–4 nm
2
domains
during ∼0.04 ns timeframes, and they occasionally perform ∼2–4
nm flights across multiple surface adsorption sites. This anomalous
diffusion pattern is associated with a flat (<50 meV) potential
energy landscape (PEL), which renders surface vibrations important
for adatom migration. The latter is not the case for Pt and Ru, which
encounter a significantly rougher PEL (>100 meV) and, hence, migrate
via conventional random walks. Thus, adatom anomalous diffusion is
a potentially important aspect for modeling growth of metal films
and nanostructures on 2D materials.