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To sum up what was said in the comments for future readers, nico_b had to:

  1. Change holonomic_robot to false in base_local_planner_params.yaml.
  2. Lower the control frequency to 3Hz (due to RPi3's low computing power) in base_local_planner_params.yaml.
  3. Change static_map to true in global_costmap_params.yaml.