The calculated distance (air line) between Ashland and Washington is approximately 82 miles respectively 132 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)
132 kilometers
71 nautical miles