We review the Monte Carlo method to model
semi-classical carrier transport in advanced semiconductor
devices. We report examples of the use of the Multi-
Subband Monte Carlo method to simulate MOSFETs with
III-V compound semiconductor channel. Monte Carlo
transport modeling of graphene-based transistors is also
addressed.