The frequency and power capability of GaN-based Gunn diodes is evaluated using transient hydrodynamic simulations. GaN Gunn oscillators with 2μm-thick GaN Gunn diodes are predicted to have fundamental frequency of 148-162GHz and power density of >105W/cm2. Due to their high frequency and power characteristics, applications of these devices are envisaged for THz signal generation.