How to Train an AI Control in a High Speed Environment?

The challenge in our case is that we have environment being controlled at high speed. Their control signals must be provided to the production machine in real time. Our conveyor builds are operating typically at speeds of about 1000 millimeters per second. Therefore, we rely on a very exact physical simulation after machine training time of our AI controller. At the end, we then train the AI control against one of these two simulations.