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The problem is with the cpu and the processing power. As @makokal said I do not think it is related with move_base.

Maybe you should try lowering the costmap resolution, and/or costmap sizes etc. Therefore your navigation stack will require less processing power and memory. However your navigation performance may degrade as a result.

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