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Systolic peak detection in acceleration photoplethysmograms measured from emergency responders in tropical conditions

机译:在热带条件下从紧急响应者测量的加速光电容积描记图中的收缩峰值检测

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摘要

Photoplethysmogram (PPG) monitoring is not only essential for critically ill patients in hospitals or at home, but also for those undergoing exercise testing. However, processing PPG signals measured after exercise is challenging, especially if the environment is hot and humid. In this paper, we propose a novel algorithm that can detect systolic peaks under challenging conditions, as in the case of emergency responders in tropical conditions. Accurate systolic-peak detection is an important first step for the analysis of heart rate variability. Algorithms based on local maxima-minima, first-derivative, and slope sum are evaluated, and a new algorithm is introduced to improve the detection rate. With 40 healthy subjects, the new algorithm demonstrates the highest overall detection accuracy (99.84% sensitivity, 99.89% positive predictivity). Existing algorithms, such as Billauer's, Li's and Zong's, have comparable although lower accuracy. However, the proposed algorithm presents an advantage for real-time applications by avoiding human intervention in threshold determination. For best performance, we show that a combination of two event-related moving averages with an offset threshold has an advantage in detecting systolic peaks, even in heat-stressed PPG signals.
机译:光电容积描记(PPG)监视不仅对于医院或家庭中的重症患者至关重要,而且对于进行运动测试的患者也很重要。但是,处理运动后测得的PPG信号具有挑战性,特别是在环境炎热潮湿的情况下。在本文中,我们提出了一种新颖的算法,该算法可以在具有挑战性的条件下检测收缩期峰值,例如在热带条件下的紧急情况下。准确的收缩峰检测是分析心率变异性的重要第一步。评估了基于局部最大值-最小值,一阶导数和斜率和的算法,并提出了一种新的算法来提高检测率。新算法对40名健康受试者进行了测试,显示出最高的整体检测准确性(灵敏度为99.84%,阳性预测率为99.89%)。现有算法,例如Billauer,Li和Zong,虽然精度较低,但具有可比性。然而,通过避免阈值确定中的人工干预,所提出的算法为实时应用提供了优势。为了获得最佳性能,我们显示了两个事件相关的移动平均值与偏移阈值的组合,即使在热应激的PPG信号中,也具有检测收缩期峰值的优势。

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