The story
So called from the spattering of water and the fluttering noise it makes.
Etymology from Wiktionary, CC BY-SA 4.0.
flutter wheel
Today it means: A water wheel placed below a fall or in a chute where rapidly moving water strikes the tips of the floats. Full definition →