I think that I have found the answer. When I timed it with a stop watch, the time was 10 minutes, to the second. I couldn't find a 10 minute time out anywhere, on the iPad or Apple TV, but I did notice that Mirroring as turned on in AirPlay. Turning it off seems to have fixed the problem.