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Preclinical trial of noncontact anthropometric measurement using IR-UWB radar
Anthropometric profiles are important indices for assessing medical conditions, including malnutrition, obesity, and growth disorders. Noncontact methods for estimating those parameters could have considerable value in many practical situations, such as the assessment of young, uncooperative infants...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9112269/ https://www.ncbi.nlm.nih.gov/pubmed/35581250 http://dx.doi.org/10.1038/s41598-022-12209-1 |
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author | Kim, Jinsup Lee, Won Hyuk Kim, Seung Hyun Na, Jae Yoon Lim, Young-Hyo Cho, Seok Hyun Cho, Sung Ho Park, Hyun-Kyung |
author_facet | Kim, Jinsup Lee, Won Hyuk Kim, Seung Hyun Na, Jae Yoon Lim, Young-Hyo Cho, Seok Hyun Cho, Sung Ho Park, Hyun-Kyung |
author_sort | Kim, Jinsup |
collection | PubMed |
description | Anthropometric profiles are important indices for assessing medical conditions, including malnutrition, obesity, and growth disorders. Noncontact methods for estimating those parameters could have considerable value in many practical situations, such as the assessment of young, uncooperative infants or children and the prevention of infectious disease transmission. The purpose of this study was to investigate the feasibility of obtaining noncontact anthropometric measurements using the impulse-radio ultrawideband (IR-UWB) radar sensor technique. A total of 45 healthy adults were enrolled, and a convolutional neural network (CNN) algorithm was implemented to analyze data extracted from IR-UWB radar. The differences (root-mean-square error, RMSE) between values from the radar and bioelectrical impedance analysis (BIA) as a reference in the measurement of height, weight, and body mass index (BMI) were 2.78, 5.31, and 2.25, respectively; predicted data from the radar highly agreed with those from the BIA. The intraclass correlation coefficients (ICCs) were 0.93, 0.94, and 0.83. In conclusion, IR-UWB radar can provide accurate estimates of anthropometric parameters in a noncontact manner; this study is the first to support the radar sensor as an applicable method in clinical situations. |
format | Online Article Text |
id | pubmed-9112269 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91122692022-05-17 Preclinical trial of noncontact anthropometric measurement using IR-UWB radar Kim, Jinsup Lee, Won Hyuk Kim, Seung Hyun Na, Jae Yoon Lim, Young-Hyo Cho, Seok Hyun Cho, Sung Ho Park, Hyun-Kyung Sci Rep Article Anthropometric profiles are important indices for assessing medical conditions, including malnutrition, obesity, and growth disorders. Noncontact methods for estimating those parameters could have considerable value in many practical situations, such as the assessment of young, uncooperative infants or children and the prevention of infectious disease transmission. The purpose of this study was to investigate the feasibility of obtaining noncontact anthropometric measurements using the impulse-radio ultrawideband (IR-UWB) radar sensor technique. A total of 45 healthy adults were enrolled, and a convolutional neural network (CNN) algorithm was implemented to analyze data extracted from IR-UWB radar. The differences (root-mean-square error, RMSE) between values from the radar and bioelectrical impedance analysis (BIA) as a reference in the measurement of height, weight, and body mass index (BMI) were 2.78, 5.31, and 2.25, respectively; predicted data from the radar highly agreed with those from the BIA. The intraclass correlation coefficients (ICCs) were 0.93, 0.94, and 0.83. In conclusion, IR-UWB radar can provide accurate estimates of anthropometric parameters in a noncontact manner; this study is the first to support the radar sensor as an applicable method in clinical situations. Nature Publishing Group UK 2022-05-17 /pmc/articles/PMC9112269/ /pubmed/35581250 http://dx.doi.org/10.1038/s41598-022-12209-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kim, Jinsup Lee, Won Hyuk Kim, Seung Hyun Na, Jae Yoon Lim, Young-Hyo Cho, Seok Hyun Cho, Sung Ho Park, Hyun-Kyung Preclinical trial of noncontact anthropometric measurement using IR-UWB radar |
title | Preclinical trial of noncontact anthropometric measurement using IR-UWB radar |
title_full | Preclinical trial of noncontact anthropometric measurement using IR-UWB radar |
title_fullStr | Preclinical trial of noncontact anthropometric measurement using IR-UWB radar |
title_full_unstemmed | Preclinical trial of noncontact anthropometric measurement using IR-UWB radar |
title_short | Preclinical trial of noncontact anthropometric measurement using IR-UWB radar |
title_sort | preclinical trial of noncontact anthropometric measurement using ir-uwb radar |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9112269/ https://www.ncbi.nlm.nih.gov/pubmed/35581250 http://dx.doi.org/10.1038/s41598-022-12209-1 |
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