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Estimation of Arterial Blood Pressure Waveform from Photoplethysmogram Signal using Linear Transfer Function Approach

机译:利用线性传递函数法从光体积描记图信号估计动脉血压波形

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The primary risk factor of hypertension, is the lack of awareness caused by the unavailability of ubiquitous blood pressure (BP) measurement. In this study, we have investigated the BP estimation using the photoplethysmogram (PPG) signal and a suitable subject-specific mathematical model. The linear transfer function (LTF) technique was used to identify the subject-specific model. Firstly, we tried to identify the model considering arterial blood pressure (ABP) as input and PPG as output, and we achieved an average estimation accuracy (normalized root mean square, NRMSE) of 84.4%. Next, we fitted an inverse model, where ABP is the output, and PPG is the input, and we achieved an average estimation accuracy (NRMSE) of 84.7%. Finallly, We verified that the two identified models mentioned above are inverse of each other. In this study, we have used ABP and PPG signals of 10 (male = 7, female = 3) subjets from the MIMIC II database. The results are quite promising for the use of the PPG in the detection and diagnosis of cardiovascular diseases.
机译:高血压的主要危险因素是由于无法获得普遍存在的血压(BP)测量导致的意识不足。在这项研究中,我们研究了使用光电容积描记图(PPG)信号和合适的特定于受试者的数学模型进行的BP估计。线性传递函数(LTF)技术用于识别特定对象的模型。首先,我们尝试确定以动脉血压(ABP)为输入并以PPG为输出的模型,并获得了84.4%的平均估计准确度(归一化均方根,NRMSE)。接下来,我们拟合了一个逆模型,其中ABP是输出,PPG是输入,并且我们获得了84.7%的平均估计精度(NRMSE)。最后,我们验证了上述两个确定的模型彼此相反。在这项研究中,我们使用了来自MIMIC II数据库的10个(男性= 7,女性= 3)子喷嘴的ABP和PPG信号。该结果对于PPG在心血管疾病的检测和诊断中的应用是很有前途的。

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