Non-Equilibrium Molecular Dynamics simulations were performed to study thermal rectification effects in perforated graphene monolayers with various geometrical pore parameters. Circular and triangular pores have been used. The Thermal Rectification (TR) ratios found are of the order of 6.5%. Phonon overlap mismatch and directional scattering have been proposed as possible mechanisms of thermal rectification in these systems.