Neoscona crucifera
This common orbweaver, which frequently build its webs on decks and porches, is a spider in search of a common name. The specific epithet crucifera refers to the cross-like pattern that they carry on their back. They are large and scary looking, but not at all dangerous (unless you're an insect).
Carroll Co., VA 8/16/08.
Several other species of Neoscona are confusingly similar, so I'm not completely sure of all the identifications here. Other species usually have a bolder pattern.
Durham, NC 8/5/13
The photos here are all of females. In females, the abdomen is larger the thorax, in males they're about the same size.
Orange Co., NC 8/27/01
Orange Co., NC 9/12/10.
Carroll Co., VA 9/24/05
Durham, NC 10/4/06
Durham, NC 10/12/06