I own a Samsung Galaxy Note. I have seen that very randomly and infrequently, my device just turns off on its own. I then have to restart it by pressing on the power button.
Yes, the device has enough battery life left in it.
I have seen the same behaviour in my previous Samsung Galaxy S as well. Any one out here experiencing the same, or does any one know why its happening and what I could do to fix it?