Well, you can remove all those rivets and separate the side plates from the bearing and the tire.
However,
I believe the factory assembled them hot and that provided a better bond between the rubber and the plates. Not sure if I would try it. Why can't you spray cleaner into the bearing from the side and replace the grease afterwards? Brake clean won't harm the rubber.