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I found that I in my local_costmap_params.yaml I had first mentioned the inflation and then the obstacle layer. So I guess that was why my dynamic obstacles were not inflated. Also sim_granularity is not what I should have been changing. I changed the sim_time instead to plan for a longer period of time and that kind of solved my problem.