Yes, exactly. You virtually never have to submit an application at a specific moment; for example at 17:00 exactly. You usually get until 17:00, the period from the time of announcement until the deadline, hence "he did not submit his application in time." If a plane leaves on time (at the moment it is scheduled to leave), you must be at the airport in time (before it leaves) to catch it.