Regardless of the time of day you decide to fly, the ticket price will remain around the same. Book flights from Asheville to Charlottesville as you normally would.
This is defined as Asheville Regional Airport (AVL) and Charlottesville Albemarle Airport (CHO). Codes like Charlottesville Albemarle Airport are often used to just call airports uniquely.