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Using a battery to power Edison is the ideal scenario, nevertheless, as long as Edison and its peripherals don't demand more current that the battery can provide, it should work just fine. However, a battery is not a very reliable power source and you should continuously check its charge because it is too low, it might indeed damage the board.
So, you can indeed use this configuration but you have to be extra careful.