Detail publikačního výsledku

Real-Time Implementation of Adaptive Optimal Controller into PLC

PIVOŇKA, P.; LORENC, V.

Originální název

Real-Time Implementation of Adaptive Optimal Controller into PLC

Anglický název

Real-Time Implementation of Adaptive Optimal Controller into PLC

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

This paper describes the design and implementation of adaptive linear optimal controller (LQ) based on a pseudo-space model into PLC. For identification of the controlled system an algorithm based on artificial neural network is used. The method of comfortable implementation of algorithms from the MATLAB/Simulink environment into PLC is shown. In the first step of implementation the algorithm is designed in the simulation environment. The second step contains verification of the designed algorithm during real process control, and finally is the algorithm moved from MATLAB/Simulink into PLC. The basic condition for realization of the described implementation method is the existence of real-time communication between MATLAB/Simulink and PLC. This article shows how real-time communication can be created using PLC B&R. The behavior of the described adaptive LQ algorithm is compared with that of adaptive PSD controller during control of the real system.

Anglický abstrakt

This paper describes the design and implementation of adaptive linear optimal controller (LQ) based on a pseudo-space model into PLC. For identification of the controlled system an algorithm based on artificial neural network is used. The method of comfortable implementation of algorithms from the MATLAB/Simulink environment into PLC is shown. In the first step of implementation the algorithm is designed in the simulation environment. The second step contains verification of the designed algorithm during real process control, and finally is the algorithm moved from MATLAB/Simulink into PLC. The basic condition for realization of the described implementation method is the existence of real-time communication between MATLAB/Simulink and PLC. This article shows how real-time communication can be created using PLC B&R. The behavior of the described adaptive LQ algorithm is compared with that of adaptive PSD controller during control of the real system.

Klíčová slova

Adaptive controller, Optimal controller, MATLAB, Simulink, PLC, Levenberg-Marquardt, Neural Networks, Self-Tuning

Klíčová slova v angličtině

Adaptive controller, Optimal controller, MATLAB, Simulink, PLC, Levenberg-Marquardt, Neural Networks, Self-Tuning

Autoři

PIVOŇKA, P.; LORENC, V.

Vydáno

23.07.2007

Místo

Greece

ISBN

978-960-8457-90-4

Kniha

VOLUME 2 of the Proceedings of the 11th WSEAS International Multiconference CSCC

Strany od

23

Strany do

27

Strany počet

5

BibTex

@inproceedings{BUT22667,
  author="Petr {Pivoňka} and Vlastimil {Lorenc}",
  title="Real-Time Implementation of Adaptive Optimal Controller into PLC",
  booktitle="VOLUME 2 of the Proceedings of the 11th WSEAS International Multiconference CSCC",
  year="2007",
  pages="23--27",
  address="Greece",
  isbn="978-960-8457-90-4"
}