In this work the development of a Dynamic Matrix Control (DMC) strategy based on the use of a dynamic neural network model is discussed for a three components distillation unit, used as prototype of an industrial C3/C4 splitter tower. A novel dynamic neural network model is set-up and its advantages for DMC applications are addressed. The neural network is used to describe the temporal evolutio...