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Optimal controllers resembling postural sway during upright stance
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.ORCID iD: 0000-0001-6605-1204
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Signals and Systems.ORCID iD: 0000-0002-0079-9049
2023 (English)In: PLOS ONE, E-ISSN 1932-6203, Vol. 18, no 5, article id e0285098Article in journal (Refereed) Published
Abstract [en]

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.

Place, publisher, year, edition, pages
Public Library of Science (PLoS), 2023. Vol. 18, no 5, article id e0285098
National Category
Control Engineering
Research subject
Automatic Control
Identifiers
URN: urn:nbn:se:ltu:diva-96979DOI: 10.1371/journal.pone.0285098ISI: 000984886700008PubMedID: 37130115Scopus ID: 2-s2.0-85159232676OAI: oai:DiVA.org:ltu-96979DiVA, id: diva2:1754184
Funder
Swedish Research Council, K2015-99X-22756-01-4
Note

Validerad;2023;Nivå 2;2023-05-04 (hanlid)

Available from: 2023-05-02 Created: 2023-05-02 Last updated: 2025-10-21Bibliographically approved

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Jafari, HedyehGustafsson, Thomas

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