You will need UAE Dirhams. (not dinars, incidentally.) There are plenty of ATMs in the Dubai airport, although you should make sure that your bank card has a "chip" and a major credit card logo - I've had a few issues with that in the past. My go-to place for direct currency exchange is UAE Exchange, and they're all over the place including the Dubai airport.