No, I'd suspect corrupt content. None of my Kindles has EVER rebooted.
I'd suggest doing a Factory Reset (which will erase all your content), then SLOWLY add back your content until it starts rebooting again. I strongly suspect that you have one specific book or app on there that's causing the problem.
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