The Baggies striker was dismissed by referee Darren Deadman 34 minutes into the game at the Hawthorns for a foul on Richard Stearman and will now have to serve an automatic three game suspension.
Albion were winning before Moore's sending off but went on to lose the game 4-1 and jeopardise their automatic promotion challenge.
