Just checked: according to the Wikipedia article on the show, Jericho was filmed primarily in Van Nuys, CA, which is indeed the San Fernando Valley. Some was also filmed in Filmore, CA, a town in Ventura County which is popular with Hollywood production companies who want to film in a location that looks like a small town without the trouble of actually going to one.