discharge rate might be too low and then it won't work.
that happened to me with a Raijin battery they sell at UNcompany.
basically, smaller cells ( including regular AA-sized cells ) most probably won't be enough.
what's the capacity?
I would just order on
www.cheapbatterypacks.com