The fans are USB controlled. Meaning 5VDC power. You could try 7 volts, they would spin faster, You'd have to get a 7V power supply and open it up and solder wires etc. I wouldn't try 12V, the fans will probably burn out.
If your not prone to opening stuff and soldering etc, I'd not give it a try.