Security forces found the rocket launchers used in the attack in the Makasib neighborhood near the airport.
The attack reportedly targeted a logistical site for American forces at the airport, according to Al-Arabiya.
This is the third rocket attack reported on sites with a US military presence in Iraq in the past few days, including multiple rockets fired on Camp Taji, a large base in Iraq that has housed US-led coalition personnel.