By application to the DMV (or whatever the appropriate licensing body at your location is). In most locations they're only issued to licensed vehicle dealers.
Yes dealer plates can be used in other states i live near two states and see it all the time, my friend has a car lot and uses the dealer tags year around on his "personal" ride.