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基于RGB摄像头同时测量经皮动脉血氧饱和度、组织氧饱和度、脉搏率和呼吸率。

RGB camera-based simultaneous measurements of percutaneous arterial oxygen saturation, tissue oxygen saturation, pulse rate, and respiratory rate.

作者信息

Nishidate Izumi, Yasui Riku, Nagao Nodoka, Suzuki Haruta, Takara Yohei, Ohashi Kaoru, Ando Fuminori, Noro Naoki, Kokubo Yasuaki

机构信息

Tokyo University of Agriculture and Technology, Graduate School of Bio-Applications and Systems Engineering, Tokyo, Japan.

EBA Japan Co., Ltd., Tokyo, Japan.

出版信息

Front Physiol. 2022 Sep 19;13:933397. doi: 10.3389/fphys.2022.933397. eCollection 2022.

Abstract

We propose a method to perform simultaneous measurements of percutaneous arterial oxygen saturation ( ), tissue oxygen saturation ( ), pulse rate (), and respiratory rate () in real-time, using a digital red-green-blue (RGB) camera. Concentrations of oxygenated hemoglobin ( ), deoxygenated hemoglobin ( ), total hemoglobin ( ), and were estimated from videos of the human face using a method based on a tissue-like light transport model of the skin. The photoplethysmogram (PPG) signals are extracted from the temporal fluctuations in , , and using a finite impulse response (FIR) filter (low and high cut-off frequencies of 0.7 and 3 Hz, respectively). The is calculated from the PPG signal for . The ratio of pulse wave amplitude for and that for are associated with the reference value of measured by a commercially available pulse oximeter, which provides an empirical formula to estimate from videos. The respiration-dependent oscillation in was extracted from another FIR filter (low and high cut-off frequencies of 0.05 and 0.5 Hz, respectively) and used to calculate the . experiments with human volunteers while varying the fraction of inspired oxygen were performed to evaluate the comparability of the proposed method with commercially available devices. The Bland-Altman analysis showed that the mean bias for , , , and were -1.4 (bpm), -1.2(rpm), 0.5 (%), and -3.0 (%), respectively. The precisions for , , , and were ±3.1 (bpm), ±3.5 (rpm), ±4.3 (%), and ±4.8 (%), respectively. The resulting precision and RMSE for were pretty close to the clinical accuracy requirement. The accuracy of the is considered a little less accurate than clinical requirements. This is the first demonstration of a low-cost RGB camera-based method for contactless simultaneous measurements of the heart rate, percutaneous arterial oxygen saturation, and tissue oxygen saturation in real-time.

摘要

我们提出了一种使用数字红-绿-蓝(RGB)相机实时同步测量经皮动脉血氧饱和度( )、组织血氧饱和度( )、脉搏率( )和呼吸率( )的方法。利用基于皮肤组织样光传输模型的方法,从人脸视频中估计氧合血红蛋白( )、脱氧血红蛋白( )、总血红蛋白( )和 的浓度。使用有限脉冲响应(FIR)滤波器(低截止频率和高截止频率分别为0.7和3Hz)从 、 和 的时间波动中提取光电容积脉搏波(PPG)信号。 由用于 的PPG信号计算得出。 与 的脉搏波幅度之比与商用脉搏血氧仪测量的 的参考值相关,该商用脉搏血氧仪提供了一个从视频中估计 的经验公式。 中与呼吸相关的振荡从另一个FIR滤波器(低截止频率和高截止频率分别为0.05和0.5Hz)中提取,并用于计算 。在改变吸入氧分数的情况下,对人类志愿者进行了实验,以评估所提出的方法与商用设备的可比性。布兰德-奥特曼分析表明, 、 、 和 的平均偏差分别为-1.4(bpm)、-1.2(rpm)、0.5(%)和-3.0(%)。 、 、 和 的精度分别为±3.1(bpm)、±3.5(rpm)、±4.3(%)和±4.8(%)。 得到的精度和均方根误差与临床准确性要求相当接近。 的准确性被认为比临床要求略低。这是首次展示基于低成本RGB相机的方法用于实时非接触式同步测量心率、经皮动脉血氧饱和度和组织血氧饱和度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/90f3/9527277/8ff1e3c7cecf/fphys-13-933397-g001.jpg

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