Now that I have a working SuperGun, I finally got round to changing the batteries in my CPS-2 arcade boards.
These batteries need changing every 4-5 years or so. If they run flat, then the game will no longer work.
More info below:
CPS-2 arcade system information
CPS-2 battery changing