It is high pressure steam escaping out of a release valve. You can clearly see the steam clouds rising up into the air and floating away. At one point, lightning in the distance partially illuminates the pipes where the valve is. You can also tell it’s a mechanical sound, especially at the end of each blast. The lady comments that “they’re letting off something.”

Ever hear a tea kettle? Same principle.

Edited for spelling errors.