I would think that would come off relatively easy with a good wheel cleaner. Mist it on the cool wheels and agitate with a soft cloth or brush. If you need a recommendation try the
SONAX Wheel Cleaner Full Effect or the
Chemical Guys Diablo Gel Rim and Wheel Cleaner, both are pH neutral and highly effective. Good luck!