Title :
On improving dependability of the numerical GPC algorithm
Author :
Gawkowski, Piotr ; Lawrynczuk, Maciej ; Marusak, Piotr M. ; Tatjewski, Piotr ; Sosnowski, Janusz
Author_Institution :
Inst. of Comput. Sci., Warsaw Univ. of Technol., Warsaw, Poland
Abstract :
The paper studies the dependability of software implementation of the numerical Generalized Predictive Control (GPC) Model Predictive Control (MPC) algorithm. The algorithm is implemented for a control system of a multivariable chemical reactor - a process with strong cross-couplings. Fault sensitivity of the proposed implementations is verified in experiments with a software implemented fault injector. Experimental methodology of disturbing the software implementation of the control algorithm is presented. The impact of faults on the quality of the controller performance is analysed and techniques improving the dependability of the algorithm implementation are proposed. The experimental results prove the efficiency of the software improvements.
Keywords :
chemical reactors; control engineering computing; couplings; predictive control; production engineering computing; MPC algorithm; cross-couplings; fault sensitivity; model predictive control algorithm; multivariable chemical reactor; numerical GPC algorithm dependability; numerical generalized predictive control; software implementation; software implemented fault injector; Algorithm design and analysis; Heuristic algorithms; Prediction algorithms; Process control; Software; Software algorithms; Trajectory;
Conference_Titel :
Control Conference (ECC), 2009 European
Conference_Location :
Budapest
Print_ISBN :
978-3-9524173-9-3