See the sidebar on page 9 (Rules v2.2)
Remember, however, that an unsupplied naval unit cannot initiate or maintain a blockade.
It's a bit of a paradox. The naval units used in the blockade cannot actually blockade if they themselves are not supplied.
Also, Submarines can move through, and trace supply through, an enemy controlled hex.