They are eliminated. If you are playing with the tactic and fortune cards they can be brought back into play if the correct dice rolls turn up but otherwise you don’t get additional aircraft.
As a side bar one of the most important things for Germany to do in D-Day is get some ART pieces into the re-inforcement areas to provide some cover for your troops.