The TSA has a great website for travelers with specialneeds.
TSA Oxygen Information
From tsa.dhs.gov:
“Supplemental personal medical oxygen and other respiratory-related equipment and devices (e.g. nebulizer, respirator) are permitted through the screening checkpoint once they have undergone screening.