Homecoming Saga #3: The Ships of Earth by Orson Scott Card

The Oversoul’s chosen people flee the city of Basilica (destroyed in their wake by General Moozh) and travel across the desert wastes, eventually to settle in the hidden valley where long ago the exiles from Earth who founded the colony of Harmony left their starships–and the machines that can make them fly again.