Petrov was banned for the 5-1 home win over Bolton a fortnight ago after incurring five bookings during the current campaign while Beye served a one game suspension for his sending-off against West Ham at Upton Park.
Striker Emile Heskey could be available after a back injury to face the Clarets after being ruled him out of England's friendly international with Brazil in Doha last weekend.
But central defender James Collins remains doubtful after suffering a recurrence of a groin injury during training today.
Winger Stewart Downing is back in training after his lengthy lay-off with a broken foot but left-back Wilfred Bouma's comeback from a dislocated ankle has been further delayed by a toe problem.
Villa (from): Friedel, Guzan, Luke Young, Beye, Cuellar, Collins, Dunne, Warnock, Shorey, Milner, Petrov, Reo-Coker, Sidwell, Delph, Gardner, Ashley Young, Agbonlahor, Carew, Heskey, Delfouneso, Albrighton, Clark.