Title :
Gain-scheduled state estimation and optimizing nmpc applied to a non-minimum phase CSTR
Author :
Idris, E.A.N. ; Engell, Sebastian
Author_Institution :
Dept. of Biochem. & Chem. Eng., Tech. Univ. Dortmund, Dortmund, Germany
Abstract :
In model predictive control techniques, the reference values are usually adjusted by an infrequent optimization of a rigorous nonlinear stationary plant model. Between these optimizations however the process may undergo sub-optimality of operation due to the presence of the disturbances. Lately, nonlinear model predictive control based on online dynamic optimization has been proposed to combine optimal operation and feedback control. In this work, several different NMPC control strategies are considered. These controllers are coupled with a nonlinear gain-scheduled state estimator to provide output feedback. The potential of the optimizing as well as of an economics-oriented tracking control schemes are demonstrated for a non-minimum phase continuous stirred tank reactor (CSTR). The output of the controller in both cases is an economics-driven response since the profit function is considered in the objective criterion. A comparison of the performance among the conventional tracking, the economics-oriented, and the optimizing control is shown.
Keywords :
chemical reactors; feedback; nonlinear control systems; optimisation; predictive control; state estimation; NMPC control; continuous stirred tank reactor; economics-oriented tracking control; feedback control; gain-scheduled state estimation; infrequent optimization; nonlinear gain-scheduled state estimator; nonlinear model predictive control; nonlinear stationary plant model; nonminimum phase CSTR; online dynamic optimization; optimal operation; Economics; Feeds; Inductors; Linear programming; Mathematical model; Optimization; Predictive models;
Conference_Titel :
Control Applications (CCA), 2012 IEEE International Conference on
Conference_Location :
Dubrovnik
Print_ISBN :
978-1-4673-4503-3
Electronic_ISBN :
1085-1992
DOI :
10.1109/CCA.2012.6402453