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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8749679 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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