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You'll want to increase the inflation radius in the costmap parameters, so that the robot tends to stay further away from obstacles (http://wiki.ros.org/navigation/Tutorials/RobotSetup#Costmap_Configuration_.28local_costmap.29_.26_.28global_costmap.29).

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