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A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions
The human motor system permits a wide variety of complex movements. Thereby, the inter-individual variability as well as the biomechanical aspects of the performed movement itself contribute to the challenge of the interpretation of sEMG signals in dynamic contractions. A procedure for the systemati...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4324074/ https://www.ncbi.nlm.nih.gov/pubmed/25717304 http://dx.doi.org/10.3389/fphys.2015.00030 |
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author | Von Werder, Sylvie C. F. A. Kleiber, Tim Disselhorst-Klug, Catherine |
author_facet | Von Werder, Sylvie C. F. A. Kleiber, Tim Disselhorst-Klug, Catherine |
author_sort | Von Werder, Sylvie C. F. A. |
collection | PubMed |
description | The human motor system permits a wide variety of complex movements. Thereby, the inter-individual variability as well as the biomechanical aspects of the performed movement itself contribute to the challenge of the interpretation of sEMG signals in dynamic contractions. A procedure for the systematic analysis of sEMG recordings during dynamic contraction was introduced, which includes categorization of the data in combination with the analysis of frequency distributions of the sEMG with a probabilistic approach. Using the example of elbow flexion and extension the procedure was evaluated with 10 healthy subjects. The recorded sEMG signals of brachioradialis were categorized into a combination of constant and variable movement factors, which originate from the performed movement. Subsequently, for each combination of movement factors cumulative frequency distributions were computed for each subject separately. Finally, the probability of the difference of muscular activation in varying movement conditions was assessed. The probabilistic approach was compared to a deterministic analysis of the same data. Both approaches observed a significant change of muscular activation of brachioradialis during concentric and eccentric contractions exclusively for flexion and extension angles exceeding 30°. However, with the probabilistic approach additional information on the likelihood that the tested effect occurs can be provided. Especially for movements under uncontrollable boundary conditions, this information to assess the confidence of the detected results is of high relevance. Thus, the procedure provides new insights into the quantification and interpretation of muscular activity. |
format | Online Article Text |
id | pubmed-4324074 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-43240742015-02-25 A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions Von Werder, Sylvie C. F. A. Kleiber, Tim Disselhorst-Klug, Catherine Front Physiol Physiology The human motor system permits a wide variety of complex movements. Thereby, the inter-individual variability as well as the biomechanical aspects of the performed movement itself contribute to the challenge of the interpretation of sEMG signals in dynamic contractions. A procedure for the systematic analysis of sEMG recordings during dynamic contraction was introduced, which includes categorization of the data in combination with the analysis of frequency distributions of the sEMG with a probabilistic approach. Using the example of elbow flexion and extension the procedure was evaluated with 10 healthy subjects. The recorded sEMG signals of brachioradialis were categorized into a combination of constant and variable movement factors, which originate from the performed movement. Subsequently, for each combination of movement factors cumulative frequency distributions were computed for each subject separately. Finally, the probability of the difference of muscular activation in varying movement conditions was assessed. The probabilistic approach was compared to a deterministic analysis of the same data. Both approaches observed a significant change of muscular activation of brachioradialis during concentric and eccentric contractions exclusively for flexion and extension angles exceeding 30°. However, with the probabilistic approach additional information on the likelihood that the tested effect occurs can be provided. Especially for movements under uncontrollable boundary conditions, this information to assess the confidence of the detected results is of high relevance. Thus, the procedure provides new insights into the quantification and interpretation of muscular activity. Frontiers Media S.A. 2015-02-11 /pmc/articles/PMC4324074/ /pubmed/25717304 http://dx.doi.org/10.3389/fphys.2015.00030 Text en Copyright © 2015 Von Werder, Kleiber and Disselhorst-Klug. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Physiology Von Werder, Sylvie C. F. A. Kleiber, Tim Disselhorst-Klug, Catherine A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
title | A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
title_full | A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
title_fullStr | A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
title_full_unstemmed | A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
title_short | A method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
title_sort | method for a categorized and probabilistic analysis of the surface electromyogram in dynamic contractions |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4324074/ https://www.ncbi.nlm.nih.gov/pubmed/25717304 http://dx.doi.org/10.3389/fphys.2015.00030 |
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