My dad (still living) played in a parish-sponsored drum and bugle corps that performed at Lebanese Pavilion at the 1939 World's Fair. I'll have to ask him if he remembers the railroad exhibit at the fair. (I remember the LIRR exhibit and train ride at the 1964-65 World's Fair, also held in NY.)
(Photo linked from the NY Public Library collection)