I’ve been told that this is a bath house for the Emir’s wife, Sheikha Mozah. I think it might also have been used as a set on the desert planet Tatooine, in Star Wars IV.
In the photo taken from my balcony, you will see a line of buildings in the distance. They actually form two arc shapes and sit on a fake island called The Pearl-Qatar…technology.