Yes they do. The first few there are from Highway 93 near Wikieup, just like the article you linked to says. Parts of Arizona are Mojave Desert, not Sonoran Desert.
The Mojave Desert's boundaries are generally defined by the presence of Yucca brevifolia (Joshua trees); considered an indicator species for this desert.
A Map of the Mojave from desertusa.com