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This paper presents a new approach for navigating a quadrotor over undulated terrains that can be of great importance for the use of unmanned aerial vehicles in civilian applications such as monitoring of pipes, bridges and buildings. The proposed approach involves the use of a single-beam LiDAR to estimate the terrain profile under uncertainty. The LiDAR is installed at the base of a quadrotor and...