missing Ships

I've noticed some of my ships have gone missing. They were parked near planets so I could watch the area, and when I went to look at them they were gone, don't know for how long tho. Also they were the most powerful units in the game, by a long shot, so not destroyed by enemy action, also I wasn't at war either. Can they defect like a planet?