In 1940, in World War II, the site was taken over by the Australian government and a Royal Australian Air Force (RAAF) airfield known as Empire Air Training Scheme No 1 Wireless Air Gunners School was begun (EATS 1 WAGS) at the Ballarat Showgrounds on 22 April 1940.