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Remote ECG Monitoring Kit to Predict Patient-Specific Heart Abnormalities

机译:远程ECG监测套件可预测患者特定的心脏异常

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Electrocardiogram (ECG) signals are widely used to check heart rhythms and general health conditions using low-cost and relatively accurate equipment. However, the majority of commercial off-the-shelf ECG kits are generic and their normal ranges are set based on an average normal hearth signal hence ignorant of extreme variations among different people's normal heart signals. As such, many false alarms are generated if the global thresholds are selected too strict. On the other hand, loosely selected thresholds may result in missing many true alarms. Furthermore, the kits output report typically includes a limited number of basic parameters such as heart rate and hence negligent to a rich set of information exploitable from signal morphology. In this paper, we developed a prototype for patient-specific heart monitoring kit, which learns the properties of a patient's normal ECG signal over time and reports significant deviations from this normal behavior. In order to reduce the false alarm rate even further, the kit is equipped with an accelerometer in order to distinguish between high heart rates due to high physical activity levels and real abnormalities. This personalized remote heat monitoring kit with the proposed signal processing and self-tuning capabilities provides more detailed information and insightful interpretations compared to generic devices, therefore can be used for remote health monitoring of high-risk and elderly people.
机译:心电图(ECG)信号被广泛用于使用低成本和相对准确的设备检查心律和一般健康状况。但是,大多数商用现成的ECG套件都是通用的,其正常范围是根据平均正常炉膛信号设置的,因此忽略了不同人的正常心脏信号之间的极端差异。这样,如果全局阈值选择得太严格,则会生成许多错误警报。另一方面,松散选择的阈值可能会导致丢失许多真实警报。此外,试剂盒的输出报告通常包括有限数量的基本参数,例如心率,因此对信号形态学可利用的丰富信息疏忽大意。在本文中,我们开发了针对患者的心脏监测套件的原型,该套件可了解患者随时间变化的正常ECG信号的属性,并报告与该正常行为的明显差异。为了进一步降低误报率,该套件配备了一个加速度计,以区分由于高体力活动引起的高心率和实际异常。与常规设备相比,这种具有建议的信号处理和自整定功能的个性化远程热量监测套件提供了更详细的信息和有见地的解释,因此可用于对高危人群和老年人进行远程健康监测。

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