iPad Power Off and Plug-in Required Afterwards

Hey guys,
My iPad 1 has been experiencing a weird issue recently - it randomly powers off 3 times minimum a day and requires me to plug it into my computer via USB. After I plug it in, it's back to normal. Quite odd if you ask me since I didn't initiate a restore or DFU mode. Any help would be great!
Thanks,
Kevin