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Evaluation of the accuracy and reliability for photoplethysmography based heart rate and beat-to-beat detection during daily activities

机译:对日常活动中基于光学质感的心率和节拍检测的精度和可靠性评估

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With the advances in sensor technology and the emergence of new sensor systems, it is important to assess the accuracy of these devices. In this paper, we describe an evaluation study for two wrist-worn devices, namely PuIseOn (PO) and Empatica E4 (E4), measuring photoplethysmography-based heart rate (PPG HR) and inter-beat intervals (IBIs). The accuracy and reliability of PPG HR and beat-to-beat detection are evaluated with respect to electrocardiography (ECG)-based HR and IBIs during different daily activities, such as sitting, standing, household work and cycling. The evaluation study employed data from twenty male subjects. The absolute difference of PPG and ECG HR was less than 10 bpm for 90-99% and 81-97% of time for PO and E4, respectively. The accuracy and reliability of the devices were decreased during household work due to the excess hand movements. On average, the mean absolute error in HR was 2.5 bpm higher in PO and 3.7 bpm higher in E4 during household work than during sitting. The percentage of correctly detected heartbeats was 89% for PO and 68% for E4 during sitting but 76% for PO and only 9% for E4 during household work. PO showed better beat-to-beat detection accuracy than E4 in all activities. The errors in heart rate variability measure (HRV) of root mean square of successive inter-beat interval differences were 3.5±3.9 ms for PO and 10.2±6.7 ms for E4 during sitting, but 18.0±10.9 ms for PO and 48.7±21.8 ms for E4 during cycling. As a conclusion, PPG-based wrist-worn devices are accurate and reliable for HR and beat-to-beat detection when the amount of hand movements is not excess but HRV can be estimated from PPG IBI data reliably only during resting conditions. Moreover, there were significant differences in accuracy between different devices.
机译:随着传感器技术的进步和新传感器系统的出现,重要的是评估这些设备的准确性。在本文中,我们描述了两个腕带设备,即Puison(PO)和Empatica E4(E4)的评估研究,测量基于光学血晶摄影的心率(PPG HR)和间隔间隔(IBIS)。在不同的日常活动期间,在不同的日常活动中,对PPG HR和BEAT-BEAT检测的准确性和可靠性进行了评估,例如坐在,站立,家庭工作和骑自行车的情况下的心电图(ECG)的HR和IBIS评估。评估研究就业来自二十名男性受试者的数据。 PPG和ECG HR的绝对差异分别小于10bpm,PO和E4分别为90-99%和81-97%的时间。由于手动运动过剩,家庭工作期间设备的准确性和可靠性降低。平均而言,人力资源的平均绝对误差在家庭工作期间,在家庭工作期间,在家庭工作期间高于3.7bpm。 PO的正确检测到的心跳的百分比为89%,E4期间为68%,但在家庭工作期间,e4只有76%,只有9%。在所有活动中,PO显示比E4更好地搏动检测精度。心率变化措施(HRV)的误差是连续的间隔间隔差异的均值为3.5±3.9ms,坐姿的E4为10.2±6.7 ms,但PO和48.7±21.8毫秒为18.0±10.9 ms对于循环期间的E4。作为结论,基于PPG的腕带设备对于HR和搏动的检测,当手动运动量不超过时,只能在静息条件下可靠地从PPG IBI数据估计HRV时,PPG的腕带检测是准确可靠的。此外,不同器件之间的准确性差异显着。

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