Permits cost $$$ and most require you to have 1-10 million insurance as well - so more $$$$. If you have the money then sure go for it, otherwise as Beatlesfan1225 hints consider guerilla filming.
Airports with their tight security would likely close you down very very quickly unless done very discreetly.