The calculated distance (air line) between Ashland and Washington is approximately 127 miles respectively 205 kilometers.
By car or train, the actual journey to Washington is certainly longer, as only the direct route (as the crow flies) between Ashland and Washington has been calculated here.
Air line (approximately)
205 kilometers
111 nautical miles