Unfortunately not. Although there's been some suggestion that those that live in the underground might not be as afflicted as those above ground. As to whether this is true or not, I can't say.

As for myself, I far prefer a skyline view of where I live than to dwell underground. Even if it means I'm at times inconvenienced...