Pedersen picked up an ankle injury whilst Nonda sustained a shin injury during the midweek Carling Cup defeat to Chelsea at Ewood Park.
Midfielder Robbie Savage is definately out of contention for Sundays game at Upton Park as he serves a one game ban for collecting five yellow cards this season.
