Duluth Several years ago Duluth's Southern Railway depot was moved from downtown to the city's W.P. Jones Park, named for a former mayor who loved trains. Now the city plans to move it again, this time to the Southeastern Railway Museum at 3615 Peachtree Road in Duluth. The move is planned for 2008 and restoration of the building is scheduled for 2010. W.P. Jones Park is located on Pleasant Hill Road, between Peachtree Industrial Blvd. and Satellite Blvd. Duluth is located in Gwinnett County about 25 miles northeast of Atlanta. Georgia's Railroad History & Heritage. Copyright, Steve Storey. Railroad History | The Depot List | Locomotives On Display | Odds & Ends | Sources & References | Home