iPad 2 randomly reboots itself

My iPad 2 randomly rebooted itself. I locked it and set it down, then two minutes later the apple logo suddenly pops up and it was rebooting itself. Yesterday it happened. When it was on idle mode, suddenly I saw the Apple logo as it went through a "reboot".If you have got the same issue, restore your device to factory settings and set up as a brand new iPad.