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首页> 外文期刊>International Journal of Natural and Engineering SciencesbElectronic resource >Improved Multichannel ECG Signal Compression Based on Discrete Wavelet Transform and a Special Scanning Method
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Improved Multichannel ECG Signal Compression Based on Discrete Wavelet Transform and a Special Scanning Method

机译:基于离散小波变换和特殊扫描方法的改进多通道心电信号压缩

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Electrocardiography is one of basic investigative methods in cardiology through which all necessary information about electrical activity of the heart can be collected. Recorded Electrocardiogram, ECG, signals which are huge in size, not only used for diagnosis purpose but it is also stored for future reference. Therefore, compression of huge amount of ECG signal data is required to keep these records for observing a patient. This paper proposes a novel approach to compress a 12-lead set of ECG waveform jointly. The proposed method provides a reasonable trade-off between distortion and compression ratio by using a lossy compression technique. The technique exploits inter-channel correlation of signals in cardio-complex leads by using 1-D wavelet and a special scanning method that improves compression performance. Also we find the best threshold for wavelet coefficients via optimization algorithms. It is shown that the compression ratio of this approach for percent root mean square difference (PRD) equal to almost 5% is higher than similar methods. At the end, we use a zip algorithm to achieve more compression.
机译:心电图检查是心脏病学中的一种基本研究方法,通过它可以收集有关心脏电活动的所有必要信息。记录的心电图ECG信号很大,不仅用于诊断目的,还可以存储以备将来参考。因此,需要压缩大量的ECG信号数据以保留这些记录以用于观察患者。本文提出了一种新颖的方法来联合压缩12导联的ECG波形。所提出的方法通过使用有损压缩技术在失真和压缩率之间提供了合理的权衡。该技术通过使用一维小波和改进压缩性能的特殊扫描方法,来开发心脏复杂导线中信号的通道间相关性。我们还通过优化算法找到了小波系数的最佳阈值。结果表明,该方法对均方根差百分比(PRD)几乎等于5%的压缩率高于类似方法。最后,我们使用zip算法来实现更多压缩。

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