The midfielder was a second-half substitute at St Andrew's but was shown a straight red card in the closing moments of stoppage time, following a challenge on Birmingham's Ryan Shotton.
The club appealed against the ban but that was deemed unsuccessful by a Football Association Independent Regulatory Commission.
The 21-year-old will miss the games against Reading, Wolves and Hull.