Title :
On-line solution of system constraints in generalized predictive control design
Author :
Belda, Kvetoslav
Author_Institution :
Dept. of Adaptive Syst., Inst. of Inf. Theor. & Autom., Prague, Czech Republic
Abstract :
A specific efficient solution of constrained system outputs is presented. The solution is based on on-line weighting of individual system outputs or output components representing in fact a specific on-line tuning/applification of the components of weighting control parameters. Thus, the predictive control design retains flexibility without any increase of time-computational demands. The proposed solution represents only soft solution of the constraints, i.e. a compliance with the constraints is not fully guaranteed, but the result is satisfactory and not so far from results of hard-constraint solution computed e.g. by a quadratic programming. The solution predetermines the area of the use to the systems with fast dynamics requiring very high sampling rates as electric drives and the like. The solution is presented in the paper as a generalized solution for common use. It is demonstrated by simple simulative examples and one illustration from a real control of 3-phase electric drive.
Keywords :
control system synthesis; predictive control; quadratic programming; 3-phase electric drive; constrained system output; generalized predictive control design; hard-constraint solution; online solution; online weighting; quadratic programming; system constraint; time-computational demand; weighting control parameter; Algorithm design and analysis; Control systems; Cost function; Mathematical model; Prediction algorithms; Process control; Predictive control; component tuning of control parameters; incremental algorithms; quadratic cost function; quadratic programming problem; system constraints;
Conference_Titel :
Process Control (PC), 2015 20th International Conference on
Conference_Location :
Strbske Pleso
DOI :
10.1109/PC.2015.7169933