Predictive control systems use mathematical models to simulate the behavior of catalytic processes under various conditions. These models are integrated with control algorithms that can predict future system behavior based on current and past data. By continuously updating these predictions, the control system can make real-time adjustments to operating parameters to achieve desired outcomes.