Provided they are good quality bumpers plates, yes.
That will obviously put more stress on the bumpers, but I bet you could probably get away with it for a good long time without causing a problem. A pair of 20 kg bumpers would be better, but if you are the only one using the weights I think you will be fine.What about if there was another 10kg metal plate on each side? (smaller diameter)