Maybe automatic updates are being downloaded, after which the pc does restart and this is likely to happen with new machines i.e new windows. Check if automatic download of updates is enabled and if it's because of that or not

Furthermore, When it goes off, does it gives a msg? I mean, how exactly does it goes off? Does it restarts? Or does it shuts down? What windows are you using? Any other relevant details would be helpful