From the Dubai Airports website:
Dubai World Central (DWC)
The airport is linked to the city and
Dubai International by buses operated by the
Roads and Transport Authority (RTA).
Bus no F55 travels between the airport and the Ibn Battuta Metro Station every hour during the metro operational hours while Bus no N55 travels between the airport and the Al Ghubaiba Bus Station when the metro is not in operation.