From the Stanford Libraries, The Basics of Getting Permission: Identify the Owner:
Give yourself PLENTY of time if you are getting permission from the owner or publisher.
Another option is to go through the Copyright Clearance Center. The US Copyright Office will also search for rights owners, but it is very costly.
See also: The Stanford, Introduction to the Permissions Process and Campus Guide to Copyright Compliance.
