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Optimal controllers resembling postural sway during upright stance

The human postural control system can maintain our balance in an upright stance. A simplified control model that can mimic the mechanisms of this complex system and adapt to the changes due to aging and injuries is a significant problem that can be used in clinical applications. While the Intermitte...

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Autores principales: Jafari, Hedyeh, Gustafsson, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153747/
https://www.ncbi.nlm.nih.gov/pubmed/37130115
http://dx.doi.org/10.1371/journal.pone.0285098
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author Jafari, Hedyeh
Gustafsson, Thomas
author_facet Jafari, Hedyeh
Gustafsson, Thomas
author_sort Jafari, Hedyeh
collection PubMed
description The human postural control system can maintain our balance in an upright stance. A simplified control model that can mimic the mechanisms of this complex system and adapt to the changes due to aging and injuries is a significant problem that can be used in clinical applications. While the Intermittent Proportional Derivative (IPD) is commonly used as a postural sway model in the upright stance, it does not consider the predictability and adaptability behavior of the human postural control system and the physical limitations of the human musculoskeletal system. In this article, we studied the methods based on optimization algorithms that can mimic the performance of the postural sway controller in the upright stance. First, we compared three optimal methods (Model Predictive Control (MPC), COP-Based Controller (COP-BC) and Momentum-Based Controller (MBC)) in simulation by considering a feedback structure of the dynamic of the skeletal body as a double link inverted pendulum while taking into account sensory noise and neurological time delay. Second, we evaluated the validity of these methods by the postural sway data of ten subjects in quiet stance trials. The results revealed that the optimal methods could mimic the postural sway with higher accuracy and less energy consumption in the joints compared to the IPD method. Among optimal approaches, COP-BC and MPC show promising results to mimic the human postural sway. The choice of controller weights and parameters is a trade-off between the consumption of energy in the joints and the prediction accuracy. Therefore, the capability and (dis)advantage of each method reviewed in this article can navigate the usage of each controller in different applications of postural sway, from clinical assessments to robotic applications.
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spelling pubmed-101537472023-05-03 Optimal controllers resembling postural sway during upright stance Jafari, Hedyeh Gustafsson, Thomas PLoS One Research Article The human postural control system can maintain our balance in an upright stance. A simplified control model that can mimic the mechanisms of this complex system and adapt to the changes due to aging and injuries is a significant problem that can be used in clinical applications. While the Intermittent Proportional Derivative (IPD) is commonly used as a postural sway model in the upright stance, it does not consider the predictability and adaptability behavior of the human postural control system and the physical limitations of the human musculoskeletal system. In this article, we studied the methods based on optimization algorithms that can mimic the performance of the postural sway controller in the upright stance. First, we compared three optimal methods (Model Predictive Control (MPC), COP-Based Controller (COP-BC) and Momentum-Based Controller (MBC)) in simulation by considering a feedback structure of the dynamic of the skeletal body as a double link inverted pendulum while taking into account sensory noise and neurological time delay. Second, we evaluated the validity of these methods by the postural sway data of ten subjects in quiet stance trials. The results revealed that the optimal methods could mimic the postural sway with higher accuracy and less energy consumption in the joints compared to the IPD method. Among optimal approaches, COP-BC and MPC show promising results to mimic the human postural sway. The choice of controller weights and parameters is a trade-off between the consumption of energy in the joints and the prediction accuracy. Therefore, the capability and (dis)advantage of each method reviewed in this article can navigate the usage of each controller in different applications of postural sway, from clinical assessments to robotic applications. Public Library of Science 2023-05-02 /pmc/articles/PMC10153747/ /pubmed/37130115 http://dx.doi.org/10.1371/journal.pone.0285098 Text en © 2023 Jafari, Gustafsson https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Jafari, Hedyeh
Gustafsson, Thomas
Optimal controllers resembling postural sway during upright stance
title Optimal controllers resembling postural sway during upright stance
title_full Optimal controllers resembling postural sway during upright stance
title_fullStr Optimal controllers resembling postural sway during upright stance
title_full_unstemmed Optimal controllers resembling postural sway during upright stance
title_short Optimal controllers resembling postural sway during upright stance
title_sort optimal controllers resembling postural sway during upright stance
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153747/
https://www.ncbi.nlm.nih.gov/pubmed/37130115
http://dx.doi.org/10.1371/journal.pone.0285098
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