Abstract
This paper presents a nolinear model-based predictive control to the de NOx system for the ST-BT combined cycle plants. The aim is to improve the existing PID controller by reducing the amount of ammonia to be applied. Implementing the RBF-ARX model based Predictive controller on the existing PID controllers, we found that the standard deviation of controlled NOx around the set-point was considerably reduced.