caa a22 4500 477034292 CHVBK 20180405111301.0 cr unu---uuuuu 170330e19961101xx s 000 0 eng 10.1007/BF00420619 doi (NATIONALLICENCE)springer-10.1007/BF00420619 Generalized predictive control based on neural networks [Elektronische Daten] [A. Rusnák, M. Fikar, K. Najim, A. Mészáros] This paper presents the Generalized Predictive Control (GPC) strategy based on Artificial Neural Network (ANN) plant model. To obtain the step and the free process responses which are needed in the generalized predictive control strategy we iteratively use a multilayer feedforward ANN as a one-step-ahead predictor. A bioprocess was chosen as a realistic nonlinear SISO system to demonstrate the feasibility and the performance of this control scheme. A comparison was made between our approach and the adaptive GPC (AGPC). Kluwer Academic Publishers, 1996 bioreactor nationallicence generalized predictive control nationallicence neural networks nationallicence nonlinear systems nationallicence Rusnák A. Faculty of Chemical Technology, Department of Process Control, Slovak Technical University, Radlinského 9, 812 37, Bratislava, Slovak Republic aut Fikar M. Faculty of Chemical Technology, Department of Process Control, Slovak Technical University, Radlinského 9, 812 37, Bratislava, Slovak Republic aut Najim K. E.N.S.I.G.C., Chemin de la loge, 31078, Toulouse Cedex, France aut Mészáros A. Faculty of Chemical Technology, Department of Process Control, Slovak Technical University, Radlinského 9, 812 37, Bratislava, Slovak Republic aut Neural Processing Letters Kluwer Academic Publishers; http://www.wkap.nl 4/2(1996-11-01), 107-112 1370-4621 4:2<107 1996 4 11063 https://doi.org/10.1007/BF00420619 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1007/BF00420619 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Rusnák A. Faculty of Chemical Technology, Department of Process Control, Slovak Technical University, Radlinského 9, 812 37, Bratislava, Slovak Republic aut NATIONALLICENCE 700 1- Fikar M. Faculty of Chemical Technology, Department of Process Control, Slovak Technical University, Radlinského 9, 812 37, Bratislava, Slovak Republic aut NATIONALLICENCE 700 1- Najim K. E.N.S.I.G.C., Chemin de la loge, 31078, Toulouse Cedex, France aut NATIONALLICENCE 700 1- Mészáros A. Faculty of Chemical Technology, Department of Process Control, Slovak Technical University, Radlinského 9, 812 37, Bratislava, Slovak Republic aut NATIONALLICENCE 773 0- Neural Processing Letters Kluwer Academic Publishers; http://www.wkap.nl 4/2(1996-11-01), 107-112 1370-4621 4:2<107 1996 4 11063 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer