These large flying vessels were invented by the Dwarves in the middle of the Second Age. The disappearance of most Dwarves from Orth and the decline of those who remained carried away much of their technological knowledge, including the means to construct airships.
Very few survive, and most belong to the Troll Empire. The IAS Thunderchild served as the Imperial Air Force’s flagship before its destruction.