The 1st leg will take place at Vicarage Road on Sunday, 11th May with a 12pm kick-off time.
The return leg will be played on Wednesday, 14th May and will kick-off at 7.45pm.
The winners will meet either Crystal Palace or Bristol City in the play-off final on Saturday, 24th May.