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I think the parameter you want is inflation_radius in costmap.yaml. Also, take a look at this thread: http://answers.ros.org/question/12874/costmap2d-inflation-radius/

P.S.: Sometimes when I change a parameter in a .yaml file, nothing changes if I don't restart ros master..

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