NFL Network Insider Ian Rapoport first reported the development.
The surgery is expected to sideline the rookie running back three to four weeks, Rapoport reported. There's a chance Penny won't return before Week 1 of the regular season. Carroll hopes he'll play in Week 1.
The San Diego State product led college football in rushing last year with 2,248 yards.