I'm glad fixedude mentioned Gordon Taylor. If you visit the site www.crazyguyonabike.com and search on "single speed" you'll find a few travel reports by a single speed bike tourist.

YOur plan is doable provided you aren't in a hurry and plan your stopovers accordingly.