You can now read archived issues of Popular Science magazine online from early 2009 back to 1872. Read the iO9 post on this collaborative project between the publishers and Google books here.
You can search by keyword at the magazine’s archive search page.
You can also browse the covers (which are quite fun, especially in the early days) at Google Books.
Author of the iO9 post: Annalee Newitz