Australia has been drawn in Group B along with Syria, Jordan and Palestine.
"We go there to win the 2019 AFC Asian Cup," Arnold said.
"Of course there are tough teams. You saw what South Korea did to Germany (at the FIFA World Cup), knocking them out. Look at Iran and Japan. They're powerful too,” he added.
"But if we give everything I believe we can win the tournament," Arnold concluded.