Title :
Novel programmable logic controller implementation of a predictive controller based on Laguerre functions and multiparametric solutions
Author :
Valencia-Palomo, G. ; Rossiter, J.A.
Author_Institution :
Inst. Tecnol. de Hermosillo, Mexico City, Mexico
Abstract :
This study presents a novel programmable logic controller (PLC) implementation of a constrained predictive control (MPC) algorithm based on Laguerre functions and multi-parametric quadratic programming (mp-QP). First, the study shows how Laguerre functions can be used in conjunction with mp-QP to achieve a large decrease in both the online computations and data storage requirements while increasing the feasible region of the optimisation problem for MPC; extensive simulation results are given to back this claim. Next, the study shows how the algorithm can be embedded on an industrial PLC using the IEC 61131-3 programming standard. A laboratory test was carried out to demonstrate the code on real hardware.
Keywords :
predictive control; programmable controllers; quadratic programming; IEC 61131-3 programming standard; Laguerre functions; MPC; constrained predictive control algorithm; data storage requirements; industrial PLC; mp-QP; multiparametric quadratic programming; novel programmable logic controller implementation; online computations; optimisation problem; predictive controller;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2010.0430