Yes you can, but they may not charge at the same rate and one may then end up boiling out. If you do this you should check them daily and when they are up you might consider putting a float charger on to keep them maintained without boiling out the electrolite. Make sure that if you need to fill them, that you fill with distilled water and you check the charge with a hydrometer.