Use a Nylon brush like this http://www.bunnings.com.au/josco-75mm-abrasive-nylon-wheel-brush_p6327571 to remove the corrosion. Stainless steel brushes and most sandpapers scratch the aluminum and can lead to further corrosion.

Darryn