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Algorithms Based on CWT and Classifiers to Control Cardiac Alterations and Stress Using an ECG and a SCR

机译:基于CWT和分类器的使用ECG和SCR来控制心脏改变和压力的算法

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摘要

This paper presents the results of using a commercial pulsimeter as an electrocardiogram (ECG) for wireless detection of cardiac alterations and stress levels for home control. For these purposes, signal processing techniques (Continuous Wavelet Transform (CWT) and J48) have been used, respectively. The designed algorithm analyses the ECG signal and is able to detect the heart rate (99.42%), arrhythmia (93.48%) and extrasystoles (99.29%). The detection of stress level is complemented with Skin Conductance Response (SCR), whose success is 94.02%. The heart rate variability does not show added value to the stress detection in this case. With this pulsimeter, it is possible to prevent and detect anomalies for a non-intrusive way associated to a telemedicine system. It is also possible to use it during physical activity due to the fact the CWT minimizes the motion artifacts.
机译:本文介绍了使用商用脉搏计作为心电图(ECG)来无线检测心脏变化和压力水平以进行家庭控制的结果。为了这些目的,分别使用了信号处理技术(连续小波变换(CWT)和J48)。设计的算法可以分析ECG信号,并且能够检测出心率(99.42%),心律不齐(93.48%)和心脏收缩期(99.29%)。压力水平的检测与皮肤电导反应(SCR)相辅相成,其成功率为94.02%。在这种情况下,心率变异性不会对压力检测显示附加值。使用该脉搏计,可以通过与远程医疗系统相关的非侵入式方式预防和检测异常。由于CWT使运动伪像最小化,因此在体育锻炼期间也可以使用它。

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