Some power tools have "universal motors" which in theory at least will run on AC or DC. The reality is that most modern kit will be set up to run on AC only. Switching may have electronics, and in any case switches will not be rated for DC.
So unless the rating plate on the machine actually says AC or DC (and it won't) the answer to your question has to be no. Although as said by others you could run them with an invertor and batteries. A small generator is probably the best solution I would have thought, if you need to run kit away from the mains.
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