Preclinical trial of noncontact anthropometric measurement using IR-UWB radar

被引:4
|
作者
Kim, Jinsup [1 ]
Lee, Won Hyuk [2 ]
Kim, Seung Hyun [1 ]
Na, Jae Yoon [1 ]
Lim, Young-Hyo [3 ]
Cho, Seok Hyun [4 ]
Cho, Sung Ho [2 ]
Park, Hyun-Kyung [1 ]
机构
[1] Hanyang Univ, Coll Med, Dept Pediat, Seoul 04763, South Korea
[2] Hanyang Univ, Dept Elect & Comp Engn, Seoul 04763, South Korea
[3] Hanyang Univ, Div Cardiol, Coll Med, Dept Internal Med, Seoul 04763, South Korea
[4] Hanyang Univ, Coll Med, Dept Otorhinolaryngol, Seoul 04763, South Korea
基金
新加坡国家研究基金会;
关键词
D O I
10.1038/s41598-022-12209-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
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页数:12
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