The 21 year-old Arsenal winger was spotted by police driving erratically in his black S Class Mercedes at 4.30 am on Friday in the Paddington area of West London.
BBC report that the midfielder will appear on bail before Horseferry Road Magistrates Court on 20 February.
Currently on loan at Leeds, Jermaine had spent the night in London’s West End with friends.
His career has been dogged by incidents such as breaking a team curfew in Portugal and being arrested after a rape allegation in Leeds.