Try a Drone Simulator

AirSim is a simulator for drones (and soon other vehicles) built on Unreal Engine. Its open source, cross platform and supports hardware-in-loop with popular platforms such as PixHawk for physically and visually realistic simulations. It is developed as Unreal plugin that can simply be dropped in to any environment you want.