Consider looking at car speakers. That particular one in the documentation actually looks similar, in that it appears to have a tweeter or something mounted inside the regular cone.
Then again, maybe not. The picture is at such an angle I had to get a better look. Still, if you can find a car speaker that fits similar dimensions, might be worth a try.