The specs you have posted for your piezo buzzers show that they're rated at 12v, but RC systems use 5v.
That's not a question.
Ok, why is it that you're using buzzers rated at 12v?
Most piezo buzzers have a wide operating range. 12v is simply the maximum recommended operating voltage; these buzzers are still plenty loud at 5v.