There is even an emerging class of bicycle for this type of riding. Existing cross bikes and touring bikes would work perfectly, but these specialized rides tend to focus on drop bars, wide tires and steel frames, perfect for driving your rig over unpaved roads and soaking up the bumps. Many have disc brakes.
I guess this is middle America's answer to the strade bianchi.