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ROS nodes run asynchronously with respect to each other, so it´s expected that the system is not fully deterministic. For example, depending on system load (and scheduling), messages might arrive in a different order in different trials, so variations in overall system behavior can happen. In most cases, these should be pretty small and much less than the effects of noise acting on a real system.