I know a couple who spent a year driving around New Zealand in a house-bus with their kids. It is possible.
With kids, I don't think it would be a great thing to do for super-long term. I remember reading an article recently about a family that has been traveling the world for several years with their kids. I wonder what sort of effect that would have on their social development, since they wouldn't be able to form any long-term relationships.