The Daily Mail says Robinson is set to link up with former manager Sam Allardyce at West Ham.
Hammers reserve stopper Stephen Henderson will move the other way in a part-exchange deal.
The 33-year-old former England international has been dropped for youngster Jake Kean at Ewood Park.
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