Norman Ollestad's book chronicles his experiences in the wilderness after being in a plane crash with his father, mother-in-law and a pilot, from which he emerged as the only survivor.
Variety reports that Penn will helm the film, while Will Fetters (The Lucky One) will pen the script.
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Penn's next film Gangster Squad has had its release date pushed back to January.
Watch a trailer for Gangster Squad below: