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Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining

A method is presented for detecting changes in the axial peak tibial acceleration while adapting to self-discovered lower-impact running. Ten runners with high peak tibial acceleration were equipped with a wearable auditory biofeedback system. They ran on an athletic track without and with real-time...

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Autores principales: Van den Berghe, Pieter, Gosseries, Maxim, Gerlo, Joeri, Lenoir, Matthieu, Leman, Marc, De Clercq, Dirk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147709/
https://www.ncbi.nlm.nih.gov/pubmed/32204499
http://dx.doi.org/10.3390/s20061720
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author Van den Berghe, Pieter
Gosseries, Maxim
Gerlo, Joeri
Lenoir, Matthieu
Leman, Marc
De Clercq, Dirk
author_facet Van den Berghe, Pieter
Gosseries, Maxim
Gerlo, Joeri
Lenoir, Matthieu
Leman, Marc
De Clercq, Dirk
author_sort Van den Berghe, Pieter
collection PubMed
description A method is presented for detecting changes in the axial peak tibial acceleration while adapting to self-discovered lower-impact running. Ten runners with high peak tibial acceleration were equipped with a wearable auditory biofeedback system. They ran on an athletic track without and with real-time auditory biofeedback at the instructed speed of 3.2 m·s(−1). Because inter-subject variation may underline the importance of individualized retraining, a change-point analysis was used for each subject. The tuned change-point application detected major and subtle changes in the time series. No changes were found in the no-biofeedback condition. In the biofeedback condition, a first change in the axial peak tibial acceleration occurred on average after 309 running gait cycles (3′40″). The major change was a mean reduction of 2.45 g which occurred after 699 running gait cycles (8′04″) in this group. The time needed to achieve the major reduction varied considerably between subjects. Because of the individualized approach to gait retraining and its relatively quick response due to a strong sensorimotor coupling, we want to highlight the potential of a stand-alone biofeedback system that provides real-time, continuous, and auditory feedback in response to the axial peak tibial acceleration for lower-impact running.
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spelling pubmed-71477092020-04-20 Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining Van den Berghe, Pieter Gosseries, Maxim Gerlo, Joeri Lenoir, Matthieu Leman, Marc De Clercq, Dirk Sensors (Basel) Article A method is presented for detecting changes in the axial peak tibial acceleration while adapting to self-discovered lower-impact running. Ten runners with high peak tibial acceleration were equipped with a wearable auditory biofeedback system. They ran on an athletic track without and with real-time auditory biofeedback at the instructed speed of 3.2 m·s(−1). Because inter-subject variation may underline the importance of individualized retraining, a change-point analysis was used for each subject. The tuned change-point application detected major and subtle changes in the time series. No changes were found in the no-biofeedback condition. In the biofeedback condition, a first change in the axial peak tibial acceleration occurred on average after 309 running gait cycles (3′40″). The major change was a mean reduction of 2.45 g which occurred after 699 running gait cycles (8′04″) in this group. The time needed to achieve the major reduction varied considerably between subjects. Because of the individualized approach to gait retraining and its relatively quick response due to a strong sensorimotor coupling, we want to highlight the potential of a stand-alone biofeedback system that provides real-time, continuous, and auditory feedback in response to the axial peak tibial acceleration for lower-impact running. MDPI 2020-03-19 /pmc/articles/PMC7147709/ /pubmed/32204499 http://dx.doi.org/10.3390/s20061720 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Van den Berghe, Pieter
Gosseries, Maxim
Gerlo, Joeri
Lenoir, Matthieu
Leman, Marc
De Clercq, Dirk
Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining
title Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining
title_full Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining
title_fullStr Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining
title_full_unstemmed Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining
title_short Change-Point Detection of Peak Tibial Acceleration in Overground Running Retraining
title_sort change-point detection of peak tibial acceleration in overground running retraining
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7147709/
https://www.ncbi.nlm.nih.gov/pubmed/32204499
http://dx.doi.org/10.3390/s20061720
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