DocumentCode :
271246
Title :
Design, implementation and experimental validation of explicit MPC in programmable logic controller
Author :
Velagić, Jasmin ; Šabić, Belmin
Author_Institution :
Dept. of Autom. Control & Electron., Univ. of Sarajevo, Sarajevo, Bosnia-Herzegovina
fYear :
2014
fDate :
1-4 June 2014
Firstpage :
93
Lastpage :
98
Abstract :
This paper describes the model predictive control (MPC) in terms of an explicit controller without on-line optimization problem solving and its implementation in the programmable logic controller (PLC). For this purpose the multi-parametric quadratic programming (MPQP) approach with binary search tree (BST) is used. The optimal values are computed off-line for all possible system states and then stored in the form of appropriate table, while the computation of current system states and the search for proper control output are performed on-line. The task is to control the temperature in an incubator unit with the PLC, which executes an explicit MPC algorithm. Setting the reference value and monitoring of the processes are carried out by the human machine interface (HMI) which communicates with the PLC via Ethernet network. So, the objective is to show that the MPC control can adequately be adapted in PLC, which is commonly used for the control of industrial processes. The effectiveness and robustness of this approach are verified through experiments.
Keywords :
control engineering computing; control system synthesis; local area networks; predictive control; programmable controllers; quadratic programming; robust control; search problems; temperature control; trees (mathematics); BST; Ethernet network; HMI; MPQP; PLC; binary search tree; control output; explicit MPC; explicit controller; human machine interface; incubator unit; model predictive control; multiparametric quadratic programming approach; on-line optimization problem solving; programmable logic controller; robustness; temperature control; Heating; Optimization; Process control; Temperature measurement; Temperature sensors; PLC; communication network; explicit MPC; industrial process; model predictive control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics (ISIE), 2014 IEEE 23rd International Symposium on
Conference_Location :
Istanbul
Type :
conf
DOI :
10.1109/ISIE.2014.6864592
Filename :
6864592
Link To Document :
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