Agency

There are campgrounds in the Joshua Tree National Park 

Other parts, with free dispersed camping, are the Joshua Tree BLM National Landmark

Location

The Joshua Tree Visitor Center is 3.5 hours away at a distance of 220 miles, due east of Rincon Point.

Conditions

My friends this is the Mojave Desert. Wikipedia article.