Non-contact sensing of neonatal pulse rate using camera-based imaging: a clinical feasibility study

被引:100
|
作者
Paul, M. [1 ]
Karthik, S. [2 ]
Joseph, J. [2 ]
Sivaprakasam, M. [2 ]
Kumutha, J. [3 ]
Leonhardt, S. [1 ]
Antink, C. Hoog [1 ]
机构
[1] Rhein Westfal TH Aachen, Med Informat Technol MedIT, Helmholtz Inst Biomed Engn, Pauwelsstr 20, D-52074 Aachen, Germany
[2] Healthcare Technol Innovat Ctr HTIC, IIT Madras Res Pk, Chennai 600113, Tamil Nadu, India
[3] Saveetha Med Coll, Chennai 602105, Tamil Nadu, India
关键词
photoplethysmography; photoplethysmography imaging; pulse rate; heart rate; camera-based; remote; non-contact; neonate; infant;
D O I
10.1088/1361-6579/ab755c
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Objective: Neonates and infants are patients who would benefit from less invasive vital sign sensing, especially from fewer cables and the avoidance of adhesive electrodes. Photoplethysmography imaging (PPGI) has been studied for medical applications in recent years: it is possible to assess various vital signs remotely, non-invasively, and without contact by using video cameras and light. However, studies on infants and especially on neonates in clinical settings are still rare. Hence, we conducted a single-center study to assess heart activity by estimating the pulse rate (PR) of 19 neonates. Approach: Time series were generated from tracked regions of interest (ROIs) and PR was estimated via a joint time-frequency analysis using a short-time Fourier transform. Artifacts, for example, induced by movement, were detected and flagged by applying a signal quality index in the frequency domain. Main results: The feasibility of PR estimation was demonstrated using visible light and near-infrared light at 850 nm and 940 nm, respectively: the estimated PR was as close as 3 heartbeats per minute in artifact-free time segments. Furthermore, an improvement could be shown when selecting the best performing ROI compared to the ROI containing the whole body. The main challenges are artifacts from motion, light sources, medical devices, and the detection and tracking of suitable regions for signal retrieval. Nonetheless, the PR extracted was found to be comparable to the contact-based photoplethysmography reference and is, therefore, a viable replacement if robust signal retrieval is ensured. Significance: Neonates are seldom measured by PPGI and studies reporting measurements on darker skin tones are rare. In this work, not only a single camera was used, but a synchronized camera setup using multiple wavelengths. Various ROIs were used for signal extraction to examine the capabilities of PPGI. In addition, qualitative observations regarding camera parameters and noise sources were reported and discussed.
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页数:22
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