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Photoplethysmogram Modeling of Extreme Bradycardia and Ventricular Tachycardia

机译:极端性心动过缓和心室性心动过速的光学仪模拟

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A model for simulating life-threatening arrhythmias, namely, extreme bradycardia and ventricular tachycardia, in photoplethysmogram (PPG) signals is proposed. The model uses RR interval series as an input, thus publicly available ECG databases can be employed to generate PPG signal database. The model has been originally developed for simulating atrial fibrillation, however, is adjusted to better represent the variation in PPG pulse amplitude, intrinsic to life-threatening arrhythmias. The original and adjusted models are evaluated on 40 recordings containing the episodes of extreme-bradycardia and ventricular tachycardia. By using the adjusted model, the root mean square error between real and modeled PPG signals is reduced, on average, by 20.6% for extreme bradycardia, whereas remains similar for ventricular tachycardia. The simulator is expected to be valuable when developing PPG-based wearable devices for long-term monitoring of patients at high risk of sudden cardiac death due to life-threatening arrhythmias.
机译:提出了一种模拟威胁性心律失常,即极端性心动过缓和心室性心动过缓的模型,在光电读数(PPG)信号中。该模型使用RR间隔系列作为输入,因此可以采用公开可用的ECG数据库来生成PPG信号数据库。该模型最初开发用于模拟心房颤动,然而调整以更好地代表PPG脉冲幅度的变化,内在危及生命的心律失常。原始和调整模型在包含40个包含极端性心动过缓和心室性心动过速的记录中进行评估。通过使用调整的模型,实体和建模的PPG信号之间的根均线误差平均减少20.6%对于极端的心动过缓,而仍然类似于心室性心动过速。当威胁危及生命的心律失常导致的基于PPG的可穿戴设备时,模拟器预计将是在开发基于PPG的可穿戴设备时进行有价值的患者的患者的长期监测。

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