I do believe it is possible. On this topic, once I was told that the main issue is indeed to find the supervisor. Also, there are many cases in which students change university because their supervisor moves away. So it is possible, but as chantedsnicker says, it depends on where your funding comes from: if the funding is from your university, you can't bring the funding with you.