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Safe operation of autonomous systems demands a collision-free motion trajectory at every time instant. This paper presents a method to calculate time-optimal motion trajectories for autonomous systems moving through an environment with both stationary and moving obstacles. To transform this motion planning problem into a small dimensional optimization problem, suitable for real-time optimization,...