Here's the BLM site for that area. There are restrictions on where you can camp because of heavy use so don't plan to plop down just anywhere you see a good spot.
As I stated in another post of yours, since you're going in May you might want to stay at Dead Horse Point State Park (reservations) because they have electric. May will be hot.