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Real ECG signal acquisition with shimmer platform and using of compressed sensing techniques in the offline signal reconstruction

机译:使用微光平台进行实时心电信号采集,并在离线信号重建中使用压缩传感技术

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摘要

In this paper, the best ECG signal recovery quality of the realistic ECG signal and on which compressed sensing techniques have been applied, is investigated. The contribution of this paper is two folds: Firstly, a real-time ECG signal acquisition is performed using a Shimmer platform. Secondly, the collected are processed by the mean of compressed sensing approach to reduce the signal size and cope with the sensors requirements of high energy efficiency, thus a longer battery life. The recovery of the original signal is afterwards ensured by resorting to Orthogonal Matching Pursuit (OMP) and Matching Pursuit (MP) algorithms and PSNR is used as a metric for the reliability of the signal reconstruction. Several tests are carried out each time by either modifying the type and the size of the dictionaries or the number of iterations. It is shown that the best signal reconstruction is achieved by a value of PSNR that reaches 57 dB.
机译:在本文中,研究了实际ECG信号的最佳ECG信号恢复质量,并对其应用了压缩传感技术。本文的贡献有两个方面:首先,使用Shimmer平台执行实时ECG信号采集。其次,采用压缩传感方式对采集到的数据进行处理,以减小信号大小,并满足传感器对高能效的要求,从而延长了电池寿命。此后,通过采用正交匹配追踪(OMP)和匹配追踪(MP)算法来确保原始信号的恢复,并且PSNR用作信号重建可靠性的度量。每次都通过修改字典的类型和大小或迭代次数来执行几次测试。结果表明,最佳的信号重构是通过达到57 dB的PSNR值实现的。

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