To prevent this and prolong your battery's life, avoid letting the battery drop below 20%. If you won't use your tablet for some time, charge it to 50% capacity and shut it down before storing it.
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If your iPad is frozen to the point that you can't reboot it the normal way, perform a forced restart. Charge the battery.