You really shouldn't have to shut it down for hours, a quick reboot is all any computer really needs and that's a relatively simple one.
Have you RTFM yet? (Read The Fancy Manual)
I don't know that the calibration would ever initiate on its own, you have to start it by going to the on-screen menu.