The simple answer is no, you should not run a DC motor above its rated voltage. Will it explode and kill you, no of course not. It will simply overheat and die. You might have a 10% safe overvoltage, which would get you to 22 Vdc, but you are proposing a 20% increase, which is too much IMO...