Assuming they are all the same, and they have two pin power inputs, then in theory there is nothing to stop you feeding several from the same supply.
More practical problems include finding a suitable supply which can deliver enough current to power several at a time. You may be able to use an off the shelf computer PSU with 5V and 12V rails in series if 17V is enough - however many seem to be 19V these days.