The raspy-voiced singer of "Maggie May" and "Tonight's the Night" struck a deal with Crown Archetype for a book set to be released fall of 2012.
Financial terms of the deal were not disclosed. The book is currently untitled.
Neil Young, Courtney Love and Gregg Allman are among the other stars working on books.
The Associated Press contributed to this report.