The generators are for emergency lighting and such.
They'd have to be humongous to run the AC system for the Dome.
A caller to Art Bells (y2k monger) radio show stated he had worked putting carpet in the super dome. Said that the dome generates its own weather systems. Now that air conditioning is off, they could get rain and lighting inside the astro dome.