Feasibility of Remote Blood Pressure Estimation via Narrow-band Multi-wavelength Pulse Transit Time

被引:4
|
作者
Slapnicar, Gasper [1 ,2 ]
Wang, Wenjin [3 ]
Lustrek, Mitja [1 ,2 ]
机构
[1] Jozef Stefan Inst, Jamova Cesta 39, Ljubljana 1000, Slovenia
[2] Jozef Stefan Int Postgrad Sch, Ljubljana, Slovenia
[3] Southern Univ Sci & Technol, 1088 Xueyuan Ave, Shenzhen 518055, Peoples R China
基金
中国国家自然科学基金;
关键词
Remote sensing; blood pressure; pulse transit time; multi-wavelength; photoplethysmography; WAVELENGTH;
D O I
10.1145/3597302
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Contact-free sensing gained much traction in the past decade. While remote monitoring of some parameters (heart rate) is approaching clinical levels of precision, others remain challenging (blood pressure). We investigated the feasibility of estimating blood pressure (BP) via pulse transit time (PTT) in a novel remote single-site manner, using a modified RGB camera. A narrow-band triple band-pass filter allowed us to measure the PTT between different skin layers, harvesting information from green and near-infrared wavelengths. The filter minimizes the inter-channel influence and band overlap, however, some overlap remains within the filter bands. We further resolve this using a color-channel model and a novel channel-separation method. Using the proposed setup and algorithm, we obtained multi-wavelength (MW) PTTs in an experiment inducing BP changes to 9 subjects. The results showed good absolute Pearson's correlation coefficient between both MW PTT and systolic BP (R = 0.61, p = 0.08) as well as diastolic BP (R = 0.54, p = 0.05), pointing to feasibility of the proposed novel remote MW BP estimation via PTT. This was further confirmed in a leave-one-subject-out experiment, where a simple Random Forest regression model achieved mean absolute errors of 3.59 and 2.63 mmHg for systolic and diastolic BP respectively.
引用
收藏
页数:21
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