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Blood pressure estimation from appropriate and inappropriate PPG signals using A whole-based method

机译:使用基于整体的方法根据适当和不适当的PPG信号估算血压

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Background and objective: Blood pressure (BP) is one of the four vital signals that provides valuable medical information about the cardiovascular activity. In recent years, extensive studies have been conducted on non-invasive and cuff-less BP estimation using photoplethysmography (PPG) signals. PPG is a noninvasive optical method for measuring blood volume changes per pulse. In other words, the PPG waveform represents the mechanical activity of the heart.Methods: In this paper, a new method for estimating the Mean Arterial Pressure (MAP), Diastolic Blood Pressure (DBP) and Systolic Blood Pressure (SBP) is proposed using only the PPG signal regardless of its shape (appropriate or inappropriate). Our proposed algorithm called whole-based, uses raw values of the PPG signal at a given time interval for estimating the BP. In other algorithms called parameter-based, use features which are extracted from PPG signals in time or frequency domain. These features related to precise spotting in the form of the PPG signal. In fact, compared to parameter-based methods, our algorithm is independent of the form of the PPG signal.Results: Using the proposed algorithm, our results are completely met by the Association for the Advancement of Medical Instrumentation (AAMI) standard for both MAP and DBP estimations. The results are also very close to the standard boundary with an average error close to zero for SBP estimation. Also, according to the British Hypertension Society (BHS) standard, the proposed algorithm for DBP estimation got grade A, whereas it got grade B for estimation of MAP and got approximately grade C for SBP estimation.Conclusion: The results demonstrate the applicability of the proposed algorithm in estimating BP noninvasively, cuff-less, calibration-free, and only by using the appropriate or inappropriate PPG signal. (C) 2018 Elsevier Ltd. All rights reserved.
机译:背景与目的:血压(BP)是四个重要信号之一,可提供有关心血管活动的有价值的医学信息。近年来,已经使用光体积描记术(PPG)信号对无创和无袖带BP估计进行了广泛的研究。 PPG是一种无创光学方法,用于测量每个脉冲的血容量变化。方法:本文提出了一种新的估计平均动脉压(MAP),舒张压(DBP)和收缩压(SBP)的方法。不论其形状(适当或不合适),仅PPG信号。我们提出的算法称为基于整体的算法,它在给定的时间间隔内使用PPG信号的原始值来估算BP。在称为基于参数的其他算法中,使用从时域或频域中从PPG信号中提取的特征。这些功能与PPG信号形式的精确点样有关。实际上,与基于参数的方法相比,我们的算法与PPG信号的形式无关。结果:使用所提出的算法,我们的结果完全符合医学仪器进步协会(AAMI)两种MAP标准的要求和DBP估算。结果也非常接近标准边界,SBP估计的平均误差接近零。同样,根据英国高血压学会(BHS)标准,所提出的DBP估计算法为A级,而MAP估计为B级,SBP估计约为C级。结论:结果证明了该算法的适用性。提出的算法仅通过使用适当或不合适的PPG信号即可无创地估算BP,无需袖带,无需校准。 (C)2018 Elsevier Ltd.保留所有权利。

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