Morton,
Yes, that is a viable option. Remember, they have to be charged before use and charged as they run down.
You need a charger. Harbor Freight has one for $6-12 or somewhere in the mid $30 range. The later is much better, the former will not charge all three at the same time.
These batteries run in series and charge in parallel, or singly with the cheap charger.