Royal Air Force

From theĀ U.S. Air Force Journalistic Style Guide:

Name of the British air force and used to denote air bases in the United Kingdom: Royal Air Force Lakenheath, England.

RAF is acceptable on second reference. Do not add the word base after Air Force.