The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles

BackgroundGait can be continuously monitored via vertical ground reaction force (VGRF) and centre of pressure (COP) measurement with pressure-sensing insoles. During daily living, a variety of walking surfaces will be encountered, which could affect the collected data. These effects might need to be...

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Published in:Frontiers in Digital Health
Main Authors: Elke Warmerdam, Lea-Marie Burger, Diana F. Mergen, Marcel Orth, Tim Pohlemann, Bergita Ganse
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-11-01
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fdgth.2024.1476335/full
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author Elke Warmerdam
Lea-Marie Burger
Diana F. Mergen
Marcel Orth
Tim Pohlemann
Bergita Ganse
Bergita Ganse
author_facet Elke Warmerdam
Lea-Marie Burger
Diana F. Mergen
Marcel Orth
Tim Pohlemann
Bergita Ganse
Bergita Ganse
author_sort Elke Warmerdam
collection DOAJ
container_title Frontiers in Digital Health
description BackgroundGait can be continuously monitored via vertical ground reaction force (VGRF) and centre of pressure (COP) measurement with pressure-sensing insoles. During daily living, a variety of walking surfaces will be encountered, which could affect the collected data. These effects might need to be taken into account when analysing disease- or injury-related gait characteristics to prevent misinterpretation, especially when drawing conclusions from data obtained in clinical populations. We hypothesized characteristic changes in insole-derived VGRF and COP parameters of healthy participants when walking on different surfaces.MethodsParticipants walked on flat indoor surface, flat and inclined outdoor surfaces, as well as on forest, gravel, grass, and sand surfaces while wearing pressure-sensing insoles with 16 pressure sensors each at a recording frequency of 100 Hz. Several gait parameters were extracted from the VGRF and COP data, and were compared between surfaces using repeated measures ANOVA.ResultsThirty participants were included (22 women and 7 men, age 30 ± 12 years, height 172 ± 8 cm, weight 76 ± 23 kg). VGRF and COP data were significantly influenced by the type of surface. The rmANOVA revealed significant within-subject differences between the walking surfaces in all calculated parameters. The largest changes in the VGRF and COP patterns occurred during uphill and downhill walking. Walking on compliant surfaces led to increased gait variability. The highest variability was observed when walking on sand. The change from walking indoors to outdoors, be it on flat, inclined, forest, gravel, grass or sand surfaces, was characterized by a characteristic change in the VGRF stance-phase curve. Based on these characteristic changes, it could be possible to identify whether someone is walking on a slope, as well as on non-compliant or compliant surfaces, while it is difficult to distinguish between different types of compliant surfaces.ConclusionVGRF data are affected by the type of walking surface in healthy adults. Walking on a slope affects VGRF and COP parameters, and in addition, the compliance of the surface increases their variability. When analysing gait data measured via insoles during daily living, we recommend to correct for the surface type to decrease variability.
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spelling doaj-art-0724ae5ecdfd42b480d75f9db9e1ca3a2025-08-20T00:41:27ZengFrontiers Media S.A.Frontiers in Digital Health2673-253X2024-11-01610.3389/fdgth.2024.14763351476335The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insolesElke Warmerdam0Lea-Marie Burger1Diana F. Mergen2Marcel Orth3Tim Pohlemann4Bergita Ganse5Bergita Ganse6Werner Siemens-Endowed Chair for Innovative Implant Development (Fracture Healing), Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyWerner Siemens-Endowed Chair for Innovative Implant Development (Fracture Healing), Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyWerner Siemens-Endowed Chair for Innovative Implant Development (Fracture Healing), Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyDepartment of Trauma, Hand and Reconstructive Surgery, Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyDepartment of Trauma, Hand and Reconstructive Surgery, Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyWerner Siemens-Endowed Chair for Innovative Implant Development (Fracture Healing), Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyDepartment of Trauma, Hand and Reconstructive Surgery, Clinics and Institutes of Surgery, Saarland University, Homburg, GermanyBackgroundGait can be continuously monitored via vertical ground reaction force (VGRF) and centre of pressure (COP) measurement with pressure-sensing insoles. During daily living, a variety of walking surfaces will be encountered, which could affect the collected data. These effects might need to be taken into account when analysing disease- or injury-related gait characteristics to prevent misinterpretation, especially when drawing conclusions from data obtained in clinical populations. We hypothesized characteristic changes in insole-derived VGRF and COP parameters of healthy participants when walking on different surfaces.MethodsParticipants walked on flat indoor surface, flat and inclined outdoor surfaces, as well as on forest, gravel, grass, and sand surfaces while wearing pressure-sensing insoles with 16 pressure sensors each at a recording frequency of 100 Hz. Several gait parameters were extracted from the VGRF and COP data, and were compared between surfaces using repeated measures ANOVA.ResultsThirty participants were included (22 women and 7 men, age 30 ± 12 years, height 172 ± 8 cm, weight 76 ± 23 kg). VGRF and COP data were significantly influenced by the type of surface. The rmANOVA revealed significant within-subject differences between the walking surfaces in all calculated parameters. The largest changes in the VGRF and COP patterns occurred during uphill and downhill walking. Walking on compliant surfaces led to increased gait variability. The highest variability was observed when walking on sand. The change from walking indoors to outdoors, be it on flat, inclined, forest, gravel, grass or sand surfaces, was characterized by a characteristic change in the VGRF stance-phase curve. Based on these characteristic changes, it could be possible to identify whether someone is walking on a slope, as well as on non-compliant or compliant surfaces, while it is difficult to distinguish between different types of compliant surfaces.ConclusionVGRF data are affected by the type of walking surface in healthy adults. Walking on a slope affects VGRF and COP parameters, and in addition, the compliance of the surface increases their variability. When analysing gait data measured via insoles during daily living, we recommend to correct for the surface type to decrease variability.https://www.frontiersin.org/articles/10.3389/fdgth.2024.1476335/fulldynamic pedographyground reaction forceinstrumented insolesmHealthoutdoorvariability
spellingShingle Elke Warmerdam
Lea-Marie Burger
Diana F. Mergen
Marcel Orth
Tim Pohlemann
Bergita Ganse
Bergita Ganse
The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles
dynamic pedography
ground reaction force
instrumented insoles
mHealth
outdoor
variability
title The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles
title_full The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles
title_fullStr The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles
title_full_unstemmed The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles
title_short The walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure-sensing insoles
title_sort walking surface influences vertical ground reaction force and centre of pressure data obtained with pressure sensing insoles
topic dynamic pedography
ground reaction force
instrumented insoles
mHealth
outdoor
variability
url https://www.frontiersin.org/articles/10.3389/fdgth.2024.1476335/full
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