When the oven is not in use it will start beeping. We have to shut off the power at the breaker panel to make it stop. After some time has passed we can turn it on and it will work fine.
The issue that you are having would most likely be that the control board is showing a stuck key which would cause the beeping. With shutting the unit off an it working for a while this would be a faulty control board.