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Pulse Transit Time Based Continuous Cuffless Blood Pressure Estimation: A New Extension and A Comprehensive Evaluation

机译:基于脉冲传输时间的连续无袖带血压估计:一项新的扩展和一项综合评估

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摘要

Cuffless technique enables continuous blood pressure (BP) measurement in an unobtrusive manner, and thus has the potential to revolutionize the conventional cuff-based approaches. This study extends the pulse transit time (PTT) based cuffless BP measurement method by introducing a new indicator – the photoplethysmogram (PPG) intensity ratio (PIR). The performance of the models with PTT and PIR was comprehensively evaluated in comparison with six models that are based on sole PTT. The validation conducted on 33 subjects with and without hypertension, at rest and under various maneuvers with induced BP changes, and over an extended calibration interval, respectively. The results showed that, comparing to the PTT models, the proposed methods achieved better accuracy on each subject group at rest state and over 24 hours calibration interval. Although the BP estimation errors under dynamic maneuvers and over extended calibration interval were significantly increased for all methods, the proposed methods still outperformed the compared methods in the latter situation. These findings suggest that additional BP-related indicator other than PTT has added value for improving the accuracy of cuffless BP measurement. This study also offers insights into future research in cuffless BP measurement for tracking dynamic BP changes and over extended periods of time.
机译:无袖套技术能够以不引人注目的方式进行连续血压(BP)的测量,因此有可能改变传统的基于袖套的方法。这项研究通过引入一种新的指标–光电容积描记图(PPG)强度比(PIR),扩展了基于脉冲传输时间(PTT)的无袖血压测量方法。与基于唯一PTT的六个模型相比,对带有PTT和PIR的模型的性能进行了全面评估。分别对33名有或没有高血压,静息时和在各种不同的操作下,诱发的BP变化以及延长的校准间隔内的受试者进行了验证。结果表明,与PTT模型相比,所提出的方法在静止状态和超过24小时的校准间隔内对每个受试者组均具有更好的准确性。尽管所有方法在动态操作和延长的校准间隔下的BP估计误差均显着增加,但在后一种情况下,所提出的方法仍优于比较方法。这些发现表明,除了PTT之外,其他与BP相关的指标也为提高无袖BP测量的准确性增加了价值。这项研究还为无袖血压测量的未来研究提供了见识,以跟踪动态血压变化并持续较长的时间。

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