iPad Turning Off
I assume you've tried a hard re-set? ( hold power and home buttons down together) it sounds as if you may have a duff battery, but Apple should replace the unit ( they swap them out, so backup to iTunes if you can first)
It's a 2 so well within warranty, take a trip to an Apple Store, I'd be surprised if you don't come home with a replacement.