心电信号的节点处理

Diana Albu, J. Lukkien, R. Verhoeven
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引用次数: 18

摘要

无线传感器网络的性能优化需要在本地计算和通信之间进行权衡。通过使用节点上处理,可以延长传感器节点的生命周期,因为原始数据不需要通过外部设备发送和记录。在本文中,我们提出了一种对心电信号进行节点处理的方法,以表明心率异常。我们开发了一种比传统方法简单得多的算法,但具有相似的质量,并且可以在资源非常有限的传感器上运行。我们给出了应用于参考序列的结果。在应用节点上处理算法的情况下,我们还估计了通过无线链路传输的信息量,并将其与远程记录情况进行了比较。我们建议将运动信息与心电图数据融合,以提供对患者当前健康状况更准确的评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On-Node Processing of ECG Signals
Optimizing performance of wireless sensor networks leads to trade-offs between local computation and communication. With the usage of on-node processing, the lifetime of the sensor nodes can be extended as raw data does not need to be sent out and logged by an external device. In this paper we present our approach for on-node processing of ECG signals to signal abnormal heart rate conditions. We develop an algorithm that is significantly simpler than traditional approaches but has similar quality and that can run on sensors with very limited resources. We give results of our approach when applied to reference sequences. We also estimate the amount of information that gets transmitted over the wireless link in case of applying the on-node processing algorithm and compare it with the remote logging case. We propose fusing movement information with ECG data to provide a more accurate assessment of the patients current health.
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