The tie will be played during the week commencing August 8.
Highlights of the draw include a Nottingham derby, as Notts County make the short trip to neighbours Forest, and a pairing between Leeds United and Yorkshire rivals Bradford City.
AFC Wimbledon also have the opportunity of a return to Selhurst Park, a place many fans will be familiar with having played there for many years in their previous guise as Wimbledon, to face Crystal Palace.
They must, however, first come through their preliminary round clash with Crawley Town. The tie is necessary as defending champions Birmingham have been given a bye due to their Europa League participation.
Full draw: Rochdale v Chesterfield, Port Vale v Huddersfield Town, Rotherham United v Leicester City, Hull City v Macclesfield Town, Hartlepool United v Sheffield United, Leeds United v Bradford City, Doncaster Rovers v Tranmere Rovers, Walsall v Middlesbrough, Barnsley v Morecambe, Accrington Stanley v Scunthorpe United, Derby County v Shrewsbury Town, Oldham Athletic v Carlisle United, Bury v Coventry City, Sheffield Wednesday v Blackpool, Burnley v Burton Albion, Preston North End v Crewe Alexandra, Nottingham Forest v Notts County, Brighton & Hove Albion v Gillingham AFC, Bournemouth v Dagenham & Redbridge, Ipswich Town v Northampton Town, Cheltenham Town v Milton Keynes Dons, Bristol Rovers v Watford, Plymouth Argyle v Millwall, Oxford United v Cardiff City, West Ham United v Aldershot Town, Southampton v Torquay United, Charlton Athletic v Reading, Portsmouth v Barnet, Stevenage v Peterborough United, Southend United v Leyton Orient, Wycombe Wanderers v Colchester United, Hereford United v Brentford, Exeter City v Yeovil Town, Bristol City v Swindon Town, Crystal Palace v Crawley Town/AFC Wimbledon