Yes, but if you don't do it the first time, it's not a big deal.
Boot into recovery and wipe the battery stats when you have a FULL battery. MAKE SURE that you don't plug it in again until the battery is 100% dead (i.e. the phone turns itself off).
Essentially this will calibrate everything so that the phone recognizes you have more than just a 1500 battery in the phone.