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Cooperative compressed sensing schemes for telemonitoring of vital signals in WBANs

机译:用于远程监测WBaN中生命信号的协同压缩感知方案

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摘要

Wireless Body Area Networks (WBANs) are composed of various sensors that either monitor and transmit real time vital signals or act as relays that forward the received data packets to a nearby Body Node Coordinator (BNC). The design of an accurate and energy efficient wireless telemonitoring system can be achieved by: i) minimizing the amount of data that should be transmitted for an accurate reconstruction at the BNC, and ii) increasing the robustness of the telemonitoring system to link failures due to the nature of wireless medium. To this end, we present a novel Compressed Sensing (CS) based telemonitoring scheme, called Cooperative Compressed Sensing (CCS), that exploits the benefits of Random Linear Network Coding (RLNC) along with key characteristics of the transmitted biosignals in order to achieve an energy efficient signal reconstruction at the BNC. Simulation studies, carried out with real electrocardiographic (ECG) data, show the benefits of: i) employing RLNC, compared to the case where relays simply store and forward the original data packets, and ii) applying the proposed CCS scheme, compared to traditional CS recovery approaches.
机译:无线人体局域网(WBAN)由各种传感器组成,这些传感器监视和传输实时生命信号或充当中继器,将接收到的数据包转发到附近的人体节点协调器(BNC)。可以通过以下方式实现准确,高效节能的无线远程监控系统的设计:i)最小化为在BNC进行准确重建而应传输的数据量,并且ii)提高远程监控系统对由于以下原因导致的链路故障的稳健性:无线介质的性质。为此,我们提出了一种基于压缩感知(CS)的新型远程监控方案,称为协作压缩感知(CCS),该方案利用随机线性网络编码(RLNC)的优势以及所传输生物信号的关键特性来实现BNC的节能信号重建。使用真实的心电图(ECG)数据进行的仿真研究显示出以下优点:i)与中继简单地存储和转发原始数据包的情况相比,采用RLNC,并且ii)与传统方法相比,采用建议的CCS方案CS恢复方法。

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