He has won eight Greek titles with two different clubs.
Bajevic is a hugely experienced coach, having bossed a whole host of clubs including AEK Athens, Olympicaos, Red Star Belgrade and Aris Salonika.
Dusan Bajevic: "It is a tough draw.
"Once we learned about the possible candidates, we knew our opponents would be hard no matter who came our way.
"English football is popular worldwide and has its own characteristics, but we will not surrender.
"We will try with all our might.
"We have a chance and I think we will be ready by the time the first game comes round at home."