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Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors

Assistive motion for sit-to-stand causes lower back pain (LBP) among caregivers. Considering previous studies that showed that foot position adjustment could reduce lumbar load during assistive motion for sit-to-stand, quantitative monitoring of and instructions on foot position could contribute tow...

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Autores principales: Kitagawa, Kodai, Gorordo Fernandez, Ibai, Nagasaki, Takayuki, Nakano, Sota, Hida, Mitsumasa, Okamatsu, Shogo, Wada, Chikamune
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8508461/
https://www.ncbi.nlm.nih.gov/pubmed/34639781
http://dx.doi.org/10.3390/ijerph181910481
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author Kitagawa, Kodai
Gorordo Fernandez, Ibai
Nagasaki, Takayuki
Nakano, Sota
Hida, Mitsumasa
Okamatsu, Shogo
Wada, Chikamune
author_facet Kitagawa, Kodai
Gorordo Fernandez, Ibai
Nagasaki, Takayuki
Nakano, Sota
Hida, Mitsumasa
Okamatsu, Shogo
Wada, Chikamune
author_sort Kitagawa, Kodai
collection PubMed
description Assistive motion for sit-to-stand causes lower back pain (LBP) among caregivers. Considering previous studies that showed that foot position adjustment could reduce lumbar load during assistive motion for sit-to-stand, quantitative monitoring of and instructions on foot position could contribute toward reducing LBP among caregivers. The present study proposes and evaluates a new method for the quantitative measurement of foot position during assistive motion for sit-to-stand using a few wearable sensors that are not limited to the measurement area. The proposed method measures quantitative foot position (anteroposterior and mediolateral distance between both feet) through a machine learning technique using features obtained from only a single inertial sensor on the trunk and shoe-type force sensors. During the experiment, the accuracy of the proposed method was investigated by comparing the obtained values with those from an optical motion capture system. The results showed that the proposed method produced only minor errors (less than 6.5% of body height) when measuring foot position during assistive motion for sit-to-stand. Furthermore, Bland–Altman plots suggested no fixed errors between the proposed method and the optical motion capture system. These results suggest that the proposed method could be utilized for measuring foot position during assistive motion for sit-to-stand.
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spelling pubmed-85084612021-10-13 Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors Kitagawa, Kodai Gorordo Fernandez, Ibai Nagasaki, Takayuki Nakano, Sota Hida, Mitsumasa Okamatsu, Shogo Wada, Chikamune Int J Environ Res Public Health Article Assistive motion for sit-to-stand causes lower back pain (LBP) among caregivers. Considering previous studies that showed that foot position adjustment could reduce lumbar load during assistive motion for sit-to-stand, quantitative monitoring of and instructions on foot position could contribute toward reducing LBP among caregivers. The present study proposes and evaluates a new method for the quantitative measurement of foot position during assistive motion for sit-to-stand using a few wearable sensors that are not limited to the measurement area. The proposed method measures quantitative foot position (anteroposterior and mediolateral distance between both feet) through a machine learning technique using features obtained from only a single inertial sensor on the trunk and shoe-type force sensors. During the experiment, the accuracy of the proposed method was investigated by comparing the obtained values with those from an optical motion capture system. The results showed that the proposed method produced only minor errors (less than 6.5% of body height) when measuring foot position during assistive motion for sit-to-stand. Furthermore, Bland–Altman plots suggested no fixed errors between the proposed method and the optical motion capture system. These results suggest that the proposed method could be utilized for measuring foot position during assistive motion for sit-to-stand. MDPI 2021-10-06 /pmc/articles/PMC8508461/ /pubmed/34639781 http://dx.doi.org/10.3390/ijerph181910481 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kitagawa, Kodai
Gorordo Fernandez, Ibai
Nagasaki, Takayuki
Nakano, Sota
Hida, Mitsumasa
Okamatsu, Shogo
Wada, Chikamune
Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors
title Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors
title_full Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors
title_fullStr Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors
title_full_unstemmed Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors
title_short Foot Position Measurement during Assistive Motion for Sit-to-Stand Using a Single Inertial Sensor and Shoe-Type Force Sensors
title_sort foot position measurement during assistive motion for sit-to-stand using a single inertial sensor and shoe-type force sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8508461/
https://www.ncbi.nlm.nih.gov/pubmed/34639781
http://dx.doi.org/10.3390/ijerph181910481
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