You'll need to find spare batteries.
The first one you'll find is in the operating room on level 3.
Just use the monitor at the operating table, and you'll take the battery out of the patient who's on the table.
There is another battery in the nose of the Icarus (underneath the control room on level 3 -- use the wall of monitors in the depressed area of the floor to access it).