City's Bernardo Silva and Mateo Kovacic both misfired in the shootout to put Madrid in the driving seat
"The stage for the game will be the Melbourne Cricket Ground, an arena with a capacity for 100,000 people," the CBF said.
South America's two most high profile teams frequently play friendly matches in neutral venues.
Argentina currently top the FIFA rankings, with Brazil in second.