Abstract in this paper we develop a model predictive controller mpc for regulation of a cement mill circuit the mpc uses soft constraints soft mpc to robustly address the large uncertainties present in models that can be identified for cement mill circuits the uncertainties in the linear predictive model of the cement mill circuit stems from large variations and heterogeneities in the.