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Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing
Human postural sway during quiet standing has been characterized as a proportional-integral-derivative controller with intermittent activation. In the model, patterns of sway result from both instantaneous, passive, mechanical resistance and delayed, intermittent resistance signaled by the central n...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6748412/ https://www.ncbi.nlm.nih.gov/pubmed/31527893 http://dx.doi.org/10.1371/journal.pone.0222664 |
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author | McKee, Kevin L. Neale, Michael C. |
author_facet | McKee, Kevin L. Neale, Michael C. |
author_sort | McKee, Kevin L. |
collection | PubMed |
description | Human postural sway during quiet standing has been characterized as a proportional-integral-derivative controller with intermittent activation. In the model, patterns of sway result from both instantaneous, passive, mechanical resistance and delayed, intermittent resistance signaled by the central nervous system. A Kalman-Filter framework was designed to directly estimate from experimental data the parameters of the model’s stochastic delay differential equations with discrete dynamic switching conditions. Simulations showed that all parameters could be estimated over a variety of possible data-generating configurations with varying degrees of bias and variance depending on their empirical identification. Applications to experimental data reveal distributions of each parameter that correspond well to previous findings, suggesting that many useful, physiological measures may be extracted from sway data. Individuals varied in degree and type of deviation from theoretical expectations, ranging from harmonic oscillation to non-equilibrium Langevin dynamics. |
format | Online Article Text |
id | pubmed-6748412 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-67484122019-09-27 Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing McKee, Kevin L. Neale, Michael C. PLoS One Research Article Human postural sway during quiet standing has been characterized as a proportional-integral-derivative controller with intermittent activation. In the model, patterns of sway result from both instantaneous, passive, mechanical resistance and delayed, intermittent resistance signaled by the central nervous system. A Kalman-Filter framework was designed to directly estimate from experimental data the parameters of the model’s stochastic delay differential equations with discrete dynamic switching conditions. Simulations showed that all parameters could be estimated over a variety of possible data-generating configurations with varying degrees of bias and variance depending on their empirical identification. Applications to experimental data reveal distributions of each parameter that correspond well to previous findings, suggesting that many useful, physiological measures may be extracted from sway data. Individuals varied in degree and type of deviation from theoretical expectations, ranging from harmonic oscillation to non-equilibrium Langevin dynamics. Public Library of Science 2019-09-17 /pmc/articles/PMC6748412/ /pubmed/31527893 http://dx.doi.org/10.1371/journal.pone.0222664 Text en © 2019 McKee, Neale http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 McKee, Kevin L. Neale, Michael C. Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
title | Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
title_full | Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
title_fullStr | Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
title_full_unstemmed | Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
title_short | Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
title_sort | direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6748412/ https://www.ncbi.nlm.nih.gov/pubmed/31527893 http://dx.doi.org/10.1371/journal.pone.0222664 |
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