The tie, at the Madejski Stadium home of the Championship club, will take place in the week beginning 23 August.
The two sides last met at the same venue in April 2002 when 16,495 watched a goalless draw in a League One fixture.
***Update***Reading have announced significantly reduced prices for the game, which will take place at 8pm on Tuesday 24 August.