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The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors

Through this study, we developed and validated a system for energy expenditure calculation, which only requires low-cost inertial sensors and open source R software. Five healthy subjects ran at ten different speeds while their kinematic variables were recorded on the thigh and wrist. Two ActiGraph...

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Autores principales: Martín-Martín, Jaime, Wang, Li, De-Torres, Irene, Escriche-Escuder, Adrian, González-Sánchez, Manuel, Muro-Culebras, Antonio, Roldán-Jiménez, Cristina, Ruiz-Muñoz, María, Mayoral-Cleries, Fermín, Biró, Attila, Tang, Wen, Nikolova, Borjanka, Salvatore, Alfredo, Cuesta-Vargas, Antonio I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9002639/
https://www.ncbi.nlm.nih.gov/pubmed/35408167
http://dx.doi.org/10.3390/s22072552
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author Martín-Martín, Jaime
Wang, Li
De-Torres, Irene
Escriche-Escuder, Adrian
González-Sánchez, Manuel
Muro-Culebras, Antonio
Roldán-Jiménez, Cristina
Ruiz-Muñoz, María
Mayoral-Cleries, Fermín
Biró, Attila
Tang, Wen
Nikolova, Borjanka
Salvatore, Alfredo
Cuesta-Vargas, Antonio I.
author_facet Martín-Martín, Jaime
Wang, Li
De-Torres, Irene
Escriche-Escuder, Adrian
González-Sánchez, Manuel
Muro-Culebras, Antonio
Roldán-Jiménez, Cristina
Ruiz-Muñoz, María
Mayoral-Cleries, Fermín
Biró, Attila
Tang, Wen
Nikolova, Borjanka
Salvatore, Alfredo
Cuesta-Vargas, Antonio I.
author_sort Martín-Martín, Jaime
collection PubMed
description Through this study, we developed and validated a system for energy expenditure calculation, which only requires low-cost inertial sensors and open source R software. Five healthy subjects ran at ten different speeds while their kinematic variables were recorded on the thigh and wrist. Two ActiGraph wireless inertial sensors and a low-cost Bluetooth-based inertial sensor (Lis2DH12), assembled by SensorID, were used. Ten energy expenditure equations were automatically calculated in a developed open source R software (our own creation). A correlation analysis was used to compare the results of the energy expenditure equations. A high interclass correlation coefficient of estimated energy expenditure on the thigh and wrist was observed with an Actigraph and Sensor ID accelerometer; the corrected Freedson equation showed the highest values, and the Santos-Lozano vector magnitude equation and Sasaki equation demonstrated the lowest one. Energy expenditure was compared between the wrist and thigh and showed low correlation values. Despite the positive results obtained, it was necessary to design specific equations for the estimation of energy expenditure measured with inertial sensors on the thigh. The use of the same formula equation in two different placements did not report a positive interclass correlation coefficient.
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spelling pubmed-90026392022-04-13 The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors Martín-Martín, Jaime Wang, Li De-Torres, Irene Escriche-Escuder, Adrian González-Sánchez, Manuel Muro-Culebras, Antonio Roldán-Jiménez, Cristina Ruiz-Muñoz, María Mayoral-Cleries, Fermín Biró, Attila Tang, Wen Nikolova, Borjanka Salvatore, Alfredo Cuesta-Vargas, Antonio I. Sensors (Basel) Article Through this study, we developed and validated a system for energy expenditure calculation, which only requires low-cost inertial sensors and open source R software. Five healthy subjects ran at ten different speeds while their kinematic variables were recorded on the thigh and wrist. Two ActiGraph wireless inertial sensors and a low-cost Bluetooth-based inertial sensor (Lis2DH12), assembled by SensorID, were used. Ten energy expenditure equations were automatically calculated in a developed open source R software (our own creation). A correlation analysis was used to compare the results of the energy expenditure equations. A high interclass correlation coefficient of estimated energy expenditure on the thigh and wrist was observed with an Actigraph and Sensor ID accelerometer; the corrected Freedson equation showed the highest values, and the Santos-Lozano vector magnitude equation and Sasaki equation demonstrated the lowest one. Energy expenditure was compared between the wrist and thigh and showed low correlation values. Despite the positive results obtained, it was necessary to design specific equations for the estimation of energy expenditure measured with inertial sensors on the thigh. The use of the same formula equation in two different placements did not report a positive interclass correlation coefficient. MDPI 2022-03-26 /pmc/articles/PMC9002639/ /pubmed/35408167 http://dx.doi.org/10.3390/s22072552 Text en © 2022 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
Martín-Martín, Jaime
Wang, Li
De-Torres, Irene
Escriche-Escuder, Adrian
González-Sánchez, Manuel
Muro-Culebras, Antonio
Roldán-Jiménez, Cristina
Ruiz-Muñoz, María
Mayoral-Cleries, Fermín
Biró, Attila
Tang, Wen
Nikolova, Borjanka
Salvatore, Alfredo
Cuesta-Vargas, Antonio I.
The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors
title The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors
title_full The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors
title_fullStr The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors
title_full_unstemmed The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors
title_short The Validity of the Energy Expenditure Criteria Based on Open Source Code through two Inertial Sensors
title_sort validity of the energy expenditure criteria based on open source code through two inertial sensors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9002639/
https://www.ncbi.nlm.nih.gov/pubmed/35408167
http://dx.doi.org/10.3390/s22072552
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