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A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches

Dehydration in the human body arises due to inadequate replenishment of fluids. An appropriate level of hydration is essential for optimal functioning of the human body, and complications ranging from mild discomfort to, in severe cases, death, could result from a neglected imbalance in fluid levels...

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Autores principales: Agarwal, Deepesh, Randall, Philip, White, Zachary, Bisnette, Bayleigh, Dickson, Jenalee, Allen, Cross, Chamani, Faraz, Prakash, Punit, Ade, Carl, Natarajan, Balasubramaniam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003514/
https://www.ncbi.nlm.nih.gov/pubmed/35408154
http://dx.doi.org/10.3390/s22072536
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author Agarwal, Deepesh
Randall, Philip
White, Zachary
Bisnette, Bayleigh
Dickson, Jenalee
Allen, Cross
Chamani, Faraz
Prakash, Punit
Ade, Carl
Natarajan, Balasubramaniam
author_facet Agarwal, Deepesh
Randall, Philip
White, Zachary
Bisnette, Bayleigh
Dickson, Jenalee
Allen, Cross
Chamani, Faraz
Prakash, Punit
Ade, Carl
Natarajan, Balasubramaniam
author_sort Agarwal, Deepesh
collection PubMed
description Dehydration in the human body arises due to inadequate replenishment of fluids. An appropriate level of hydration is essential for optimal functioning of the human body, and complications ranging from mild discomfort to, in severe cases, death, could result from a neglected imbalance in fluid levels. Regular and accurate monitoring of hydration status can provide meaningful information for people operating in stressful environmental conditions, such as athletes, military professionals and the elderly. In this study, we propose a non-invasive hydration monitoring technique employing non-ionizing electromagnetic power in the microwave band to estimate the changes in the water content of the whole body. Specifically, we investigate changes in the attenuation coefficient in the frequency range 2–3.5 GHz between a pair of planar antennas positioned across a participant’s arm during various states of hydration. Twenty healthy young adults (10M, 10F) underwent controlled hypohydration and euhydration control bouts. The attenuation coefficient was compared among trials and used to predict changes in body mass. Volunteers lost [Formula: see text] and [Formula: see text] body mass during hypohydration and euhydration, respectively. The microwave transmission-based attenuation coefficient (2–3.5 GHz) was accurate in predicting changes in hydration status. The corresponding regression analysis demonstrates that building separate estimation models for dehydration and rehydration phases offer better predictive performance (88%) relative to a common model for both the phases (76%).
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spelling pubmed-90035142022-04-13 A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches Agarwal, Deepesh Randall, Philip White, Zachary Bisnette, Bayleigh Dickson, Jenalee Allen, Cross Chamani, Faraz Prakash, Punit Ade, Carl Natarajan, Balasubramaniam Sensors (Basel) Article Dehydration in the human body arises due to inadequate replenishment of fluids. An appropriate level of hydration is essential for optimal functioning of the human body, and complications ranging from mild discomfort to, in severe cases, death, could result from a neglected imbalance in fluid levels. Regular and accurate monitoring of hydration status can provide meaningful information for people operating in stressful environmental conditions, such as athletes, military professionals and the elderly. In this study, we propose a non-invasive hydration monitoring technique employing non-ionizing electromagnetic power in the microwave band to estimate the changes in the water content of the whole body. Specifically, we investigate changes in the attenuation coefficient in the frequency range 2–3.5 GHz between a pair of planar antennas positioned across a participant’s arm during various states of hydration. Twenty healthy young adults (10M, 10F) underwent controlled hypohydration and euhydration control bouts. The attenuation coefficient was compared among trials and used to predict changes in body mass. Volunteers lost [Formula: see text] and [Formula: see text] body mass during hypohydration and euhydration, respectively. The microwave transmission-based attenuation coefficient (2–3.5 GHz) was accurate in predicting changes in hydration status. The corresponding regression analysis demonstrates that building separate estimation models for dehydration and rehydration phases offer better predictive performance (88%) relative to a common model for both the phases (76%). MDPI 2022-03-25 /pmc/articles/PMC9003514/ /pubmed/35408154 http://dx.doi.org/10.3390/s22072536 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
Agarwal, Deepesh
Randall, Philip
White, Zachary
Bisnette, Bayleigh
Dickson, Jenalee
Allen, Cross
Chamani, Faraz
Prakash, Punit
Ade, Carl
Natarajan, Balasubramaniam
A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches
title A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches
title_full A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches
title_fullStr A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches
title_full_unstemmed A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches
title_short A Non-Invasive Hydration Monitoring Technique Using Microwave Transmission and Data-Driven Approaches
title_sort non-invasive hydration monitoring technique using microwave transmission and data-driven approaches
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003514/
https://www.ncbi.nlm.nih.gov/pubmed/35408154
http://dx.doi.org/10.3390/s22072536
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