thats how i do it, then ill get the really gross parts with a rag and/or plastic bristle brush and the do it again.
i use formula 50 (very much like purple power or mean green) and spray somewhat sparingly with water, but enough to rinse it well. Otherwise, the chemical is strong enough to screw up aluminum and rapidly oxidize it, not to keen on paint if you aren't careful.