It arrived from North Carolina in mid-May and camped around the capital city in various locations, across the Potomac River from the Army of the Potomac, fresh off its victories over Robert E. Lee in Virginia.
This refers to a military force that arrived in the vicinity of Washington D.C., having recently achieved success against Confederate forces led by Robert E. Lee in Virginia.