The Citadel was a fortress built in the Last Desert of the Sareer flanked by the Forbidden Forest and beyond that lies the Idaho River
The Tyrant Leto II rules the universe from the Citadel, the Citadel itself is taken apart in the Famine Times after the death of Leto II in search of his alleged hoard of spice.