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Multilead ECG data compression using SVD in multiresolution domain

机译:在多分辨率域中使用SVD进行多导ECG数据压缩

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摘要

In this paper, multilead electrocardiogram (MECG) data compression using singular value decomposition in multiresolution domain is proposed. It ensures a high compression ratio by exploiting both intra-beat and inter-lead correlations. A new thresholding technique based on multiscale root fractional energy contribution is proposed. It selects the singular values depending on the clinical importance of the wavelet subbands. The proposed method is evaluated with the PTB Diagnostic ECG database. This compression method is embedded with a pulse amplitude modulated direct sequence-ultra wideband technology for transmission of the MECG data. This may be useful in telemonitoring services for the wireless body sensor network. A comparative study of computational time complexity has also been carried out. The results show that the proposed method can be executed at least three times faster than the existing methods. The storage efficiency is enhanced by 19 times using this method. (C) 2015 Elsevier Ltd. All rights reserved.
机译:本文提出了在多分辨率域中使用奇异值分解的多导联心电图(MECG)数据压缩。通过同时利用拍内和拍头之间的相关性来确保较高的压缩率。提出了一种基于多尺度根分数能量贡献的阈值处理新技术。它根据小波子带的临床重要性选择奇异值。拟议的方法与PTB诊断ECG数据库进行评估。这种压缩方法嵌入了脉冲幅度调制直接序列-超宽带技术,用于传输MECG数据。这在用于无线人体传感器网络的远程监视服务中可能很有用。还对计算时间复杂度进行了比较研究。结果表明,该方法的执行速度至少是现有方法的三倍。使用此方法可使存储效率提高19倍。 (C)2015 Elsevier Ltd.保留所有权利。

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