Predictive Control of a Closed Grinding Circuit System in a closed grinding circuit system in the cement industry A Markov chain model is used to characterize the cement grinding circuit by modeling the ball mill and the centrifugal dust separator The probability matrices of the Markovian model are obtained through a combination of comminution principles and experimental data obtained from the parti cle size distribution PSD of cement samples at