This work presents a nonlinear model predictive control scheme with novel structure of observers aiming to create methodology that allows feasible implementations in industrial anaerobic reactors. In this way, new step-by-step procedure has been proposed and tested by solving two specific drawbacks reported the literature responsible for inefficiencies those systems real environments. Firstly, ...