The applications for the £16 million scheme on behalf of Defence Estates and Morgan Sindall will provide working accommodation, stables, horse training facilities and an all-weather training area at Napier Lines.
Scott Brownrigg planning director Jeff Pyrah said: "It has been a pleasure to work on this high-profile project for a sustainable scheme that will ensure the King's Troop are a welcome addition to the Woolwich Common landscape."