Before revision:  This is done by embedding the changes in the environment' s state in a novel observation space and a reward function formulation that reinforces spatially aware obstacleavoidance maneuvers .
After revision:  This is done by embedding the environmental obstacles' motions in a novel observation space and a reward function formulation that reinforces spatially aware obstacleavoidance maneuvers .