Nowadays it is known as a Atmospheric Steam Engine or Newcomen Engine. 1  Water was boiled to make steam, which filled a tank called cylinder. 2  In the cylinder a piston was placed, which was pushed upward by the steam. 3  Then a spray of cold water cooled the steam so that it became liquid water again.