I played membranophones from about age 10 up into my early 30's. I just called them drums.
Membranophone : Oh yeah, it's a word. Use it in a sentence. Are you sensing a bit of a challenge here?
My head was pounding like a membranophone.
(I am taking a guess from mountain mans answer! ☺)