Paran is only about 4 miles down the road, on 22 going toward Franklin, from Rock Mills. I can't guarantee that is the same place as "Mount Paran", but I'd guess that it is.
I agree that before starting a search, it needs to be known where he was living at the start of the war. He and/or his widow could have moved there after the war.