Milan are desperate to sign a new striker, particularly after Palermo forward Amauri chose a move to rivals Juventus ahead of a transfer to Milan.
"Chelsea have authorised us to open negotiations with Drogba," Galliani told Italian newspaper Gazzetta dello Sport.
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