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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...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9002639 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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