The 26-year-old had made three appearances for Frank Lampard's side this season, scoring once.
Aston Villa sign Chelsea's Barkley on loan
Aston Villa have announced the signing of midfielder Ross Barkley on a season-long loan from Chelsea.
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Villa manager Dean Smith said: "Capturing a player of Ross's quality is a real coup for our club and I am certain he will thrive here and improve our team."
The England international has been at Stamford Bridge since joining from Everton in January 2018.
He will be unavailable for Thursday's League Cup visit of Stoke, having already played in the competition for Chelsea this season.
Smith's side have won their opening two Premier League games and Barkley could make his debut against Liverpool on Sunday.
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