Skysports.com reported last week that Owls boss Brian Laws was targeting a temporary move for the midfielder.
Chelsea have now confirmed that Smith has moved to Hillsborough on loan until January.
Smith spent a spell on loan at fellow Championship side Norwich City last season, but was restricted to nine appearances due to injury.