Maybe your battery meter needs recalibrating. Let your iPad battery run down until it turns off, then charge it completely. If that behaviour persists, force start your iPad:
Press and hold Power and Home button simultaneously until the Apple logo appears. As soon as you see the logo, let go of both buttons. Your iPad will power up on it’s own.
Hope that helps.