What are these loud, humming machines that I keep passing?

Hint 1 of 3:

Those are the oxygen generators.

Hint 2 of 3:

The first one you saw was on Level 2 - Administration.

Hint 3 of 3:

There is another identical unit, located in the Center Pit Staging Area.