Here is one explanation...
There are many Pea Ridges all over Georgia, maybe even America, herself. Where does this name come from? I like to think the name is derived from peacocks being present on the ridge. To support my theory, once riding on Pea Ridge Road near Hwy 87, I saw a peacock on the road.