The atoll where the US military tested quite a few nuclear bombs and buried radioactive soil under the concrete dome is here. More info. Make sure you look at the pictures in Google Maps.
Name: Cactus Dome
Lat, Long: 11.552580, 162.347197
Location: Enewetak Atoll, Marshal Islands