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Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers

In this paper, a pole-independent, single-input, multi-output explicit linear MPC controller is proposed to stabilize the fourth-order cart–inverted-pendulum system around the desired equilibrium points. To circumvent an obvious stability problem, a generalized prediction model is proposed that yiel...

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Autores principales: Messikh, Lotfi, Guechi, El-Hadi, Blažič, Sašo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8749679/
https://www.ncbi.nlm.nih.gov/pubmed/35009786
http://dx.doi.org/10.3390/s22010243
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author Messikh, Lotfi
Guechi, El-Hadi
Blažič, Sašo
author_facet Messikh, Lotfi
Guechi, El-Hadi
Blažič, Sašo
author_sort Messikh, Lotfi
collection PubMed
description In this paper, a pole-independent, single-input, multi-output explicit linear MPC controller is proposed to stabilize the fourth-order cart–inverted-pendulum system around the desired equilibrium points. To circumvent an obvious stability problem, a generalized prediction model is proposed that yields an MPC controller with four tuning parameters. The first two parameters, namely the horizon time and the relative cart–pendulum weight factor, are automatically adjusted to ensure a priori prescribed system gain margin and fast pendulum response while the remaining two parameters, namely the pendulum and cart velocity weight factors, are maintained as free tuning parameters. The comparison of the proposed method with some optimal control methods in the absence of disturbance input shows an obvious advantage in the average peak efficiency in favor of the proposed SIMO MPC controller at the price of slightly reduced speed efficiency. Additionally, none of the compared controllers can achieve a system gain margin greater than 1.63, while the proposed one can go beyond that limit at the price of additional degradation in the speed efficiency.
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spelling pubmed-87496792022-01-12 Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers Messikh, Lotfi Guechi, El-Hadi Blažič, Sašo Sensors (Basel) Article In this paper, a pole-independent, single-input, multi-output explicit linear MPC controller is proposed to stabilize the fourth-order cart–inverted-pendulum system around the desired equilibrium points. To circumvent an obvious stability problem, a generalized prediction model is proposed that yields an MPC controller with four tuning parameters. The first two parameters, namely the horizon time and the relative cart–pendulum weight factor, are automatically adjusted to ensure a priori prescribed system gain margin and fast pendulum response while the remaining two parameters, namely the pendulum and cart velocity weight factors, are maintained as free tuning parameters. The comparison of the proposed method with some optimal control methods in the absence of disturbance input shows an obvious advantage in the average peak efficiency in favor of the proposed SIMO MPC controller at the price of slightly reduced speed efficiency. Additionally, none of the compared controllers can achieve a system gain margin greater than 1.63, while the proposed one can go beyond that limit at the price of additional degradation in the speed efficiency. MDPI 2021-12-29 /pmc/articles/PMC8749679/ /pubmed/35009786 http://dx.doi.org/10.3390/s22010243 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Messikh, Lotfi
Guechi, El-Hadi
Blažič, Sašo
Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers
title Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers
title_full Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers
title_fullStr Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers
title_full_unstemmed Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers
title_short Stabilization of the Cart–Inverted-Pendulum System Using State-Feedback Pole-Independent MPC Controllers
title_sort stabilization of the cart–inverted-pendulum system using state-feedback pole-independent mpc controllers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8749679/
https://www.ncbi.nlm.nih.gov/pubmed/35009786
http://dx.doi.org/10.3390/s22010243
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