Yes, you can bur a rubberised stick specially for the purpose. I don't know what you might call it officially, abrasive cleaning stick maybe, but Axminster sell them and I'm sure a quick google search will reveal plenty.
I have also heard tell that a piece of rubber hose pipe will do the job just as well, but having a stick, I've never tried the hose.