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Visualization of multivariate physiological data for cardiorespiratory fitness assessment through ECG (R-peak) analysis

机译:通过ECG(R-peak)分析可视化多元生理数据以进行心肺功能适应性评估

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The recent rise and popularization of wearable and ubiquitous fitness sensors has increased our ability to generate large amounts of multivariate data for cardiorespiratory fitness (CRF) assessment. Consequently, there is a need to find new methods to visualize and interpret CRF data without overwhelming users. Current visualizations of CRF data are mainly tabular or in the form of stacked univariate plots. Moreover, normative data differs significantly between gender, age and activity, making data interpretation yet more challenging. Here we present a CRF assessment tool based on radar plots that provides a way to represent multivariate cardiorespiratory data from electrocardiographic (ECG) signals within its normative context. To that end, 5 parameters are extracted from raw ECG data using R-peak information: mean HR, SDNN, RMSSD, HRVI and the maximal oxygen uptake, VO. Our tool processes ECG data and produces a visualization of the data in a way that it is easy to compare between the performance of the user and normative data. This type of representation can assist both health professionals and non-expert users in the interpretation of CRF data.
机译:可穿戴式和无处不在的健身传感器的最新兴起和普及提高了我们生成大量用于心肺健身(CRF)评估的多变量数据的能力。因此,需要寻找新的方法来可视化和解释CRF数据而又不会使用户不知所措。当前的CRF数据可视化主要是表格形式或堆积的单变量图形式。而且,规范数据在性别,年龄和活动之间存在显着差异,这使得数据解释更具挑战性。在这里,我们介绍了一种基于雷达图的CRF评估工具,该工具提供了一种在其规范范围内从心电图(ECG)信号表示多元心肺数据的方法。为此,使用R峰信息从原始ECG数据中提取了5个参数:平均HR,SDNN,RMSSD,HRVI和最大摄氧量VO。我们的工具处理ECG数据并以易于比较用户性能和标准数据之间的方式生成数据的可视化。这种表示形式可以帮助卫生专业人员和非专家用户解释CRF数据。

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