Noncontact Monitoring of Respiratory Rate in Newborn Infants Using Thermal Imaging

被引:76
作者
Pereira, Carina Barbosa [1 ]
Yu, Xinchi [1 ]
Goos, Tom [2 ,3 ]
Reiss, Irwin [3 ]
Orlikowsky, Thorsten [4 ]
Heimann, Konrad [4 ]
Venema, Boudewijn [1 ]
Blazek, Vladimir [1 ,5 ]
Leonhardt, Steffen [1 ]
Teichmann, Daniel [1 ]
机构
[1] Rhein Westfal TH Aachen, Chair Med Informat Technol, D-52074 Aachen, Germany
[2] Delft Univ Technol, Dept Biomed Engn, Delft, Netherlands
[3] Univ Med Ctr Rotterdam, Dept Pediat, Div Neonatol, Rotterdam, Netherlands
[4] Univ Hosp RWTH Aachen, Univ Childrens Hosp, Dept Neonatol, Aachen, Germany
[5] Czech Tech Univ, Czech Inst Informat Robot & Cybernet, Prague, Czech Republic
关键词
Infrared thermography; thermal imaging; respiratory rate; remote monitoring; healthy subjects; new-born infants; SLEEP;
D O I
10.1109/TBME.2018.2866878
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Monitoring of respiratory rate (RR) is very important for patient assessment. In fact, it is considered one of the relevant vital parameters in critical care medicine. Nowadays, standard monitoring relies on obtrusive and invasive techniques, which require adhesive electrodes or sensors to be attached to the patient's body. Unfortunately, these procedures cause stress, pain, and frequently damage the vulnerable skin of preterm infants. This paper presents a "black-box" algorithm for remote monitoring of RR in thermal videos. "Black-box" in this context means that the algorithm does not rely on tracking of specific anatomic landmarks. Instead, it automatically distinguishes regions of interest in the video containing the respiratory signal from those containing only noise. To examine its performance and robustness during physiological (phase A) and pathological scenarios (phase B), a study on 12 healthy volunteers was carried out. After a successful validation on adults, a clinical study on eight newborn infants was conducted. A good agreement between estimated RR and ground truth was achieved. In the study involving adult volunteers, a mean root-mean-square error (RMSE) of (0.31 +/- 0.09) breaths/min and (3.27 +/- 0.72) breaths/min was obtained for phase A and phase B, respectively. In the study involving infants, the mean RMSE hovered around (4.15 +/- 1.44) breaths/min. In brief, this paper demonstrates that infrared thermography might become a clinically relevant alternative for the currently available RR monitoring modalities in neonatal care.
引用
收藏
页码:1105 / 1114
页数:10
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