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Power Line Interference Removal for High-Quality Continuous Biosignal Monitoring With Low-Power Wearable Devices

机译:利用低功率可穿戴设备消除电力线干扰,实现高质量连续生物信号监测

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摘要

Mobile and long-term recording of biomedical signals, such as electrocardiogram (ECG), electromyogram (EMG), and EEG, can improve diagnosis and monitor the evolution of several widespread diseases. However, it requires specific solutions, such as wearable devices, that should be particularly comfortable for patients, while at the same time ensuring medical-grade signal acquisition quality, including power line interference (PLI) removal. This paper focuses on the on-board real-time PLI filtering on a low-power biopotential acquisition wearable system. This paper analyzes in depth basic and advanced PLI filtering techniques and evaluates them in a wearable real-time processing scenario, assessing performance on EMG and ECG signals. Our experiments prove that most PLI removal algorithms are not usable in this challenging context, because they lack robustness or they require offline processing and large amounts of available data. On the other hand, adaptive filtering techniques are robust and well suited for lightweight online processing. We substantiate this finding with offline analysis and comparison, as well as with a complete embedded implementation on our low-power low-cost wearable device.
机译:生物医学信号(如心电图(ECG),肌电图(EMG)和EEG)的移动式和长期记录可改善诊断并监测几种广泛疾病的演变。但是,它需要特定的解决方案(例如可穿戴设备),这些解决方案应使患者特别舒适,同时确保医疗级信号采集质量,包括去除电源线干扰(PLI)。本文着重于低功耗生物电势采集可穿戴系统上的板载实时PLI滤波。本文深入分析了基本的和高级的PLI滤波技术,并在可穿戴的实时处理方案中对其进行了评估,从而评估了EMG和ECG信号的性能。我们的实验证明,大多数PLI删除算法在这种具有挑战性的环境中均不可用,因为它们缺乏鲁棒性,或者它们需要脱机处理和大量可用数据。另一方面,自适应过滤技术很健壮,非常适合轻量级的在线处理。我们通过离线分析和比较以及在我们的低功耗,低成本可穿戴设备上的完整嵌入式实现来证实这一发现。

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