The calculated distance (air line) between Mooroolbark and Melbourne is approximately 19 miles respectively 31 kilometers.
By car or train, the actual journey to Melbourne is certainly longer, as only the direct route (as the crow flies) between Mooroolbark and Melbourne has been calculated here.
Air line (approximately)
31 kilometers
17 nautical miles