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On the wavelet-based compressibility of continuous-time sampled ECG signal for e-health applications

机译:关于电子健康应用的连续时间采样ECG信号的基于小波的压缩性

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摘要

This paper presents a compression study of electrocardiogram (ECG) signals for e-Health cardiac online diagnostic systems. The study uses 75 real electrocardiogram records sampled with continuous-time level-crossing (LC) analog-to-digital converter (ADC). This signal-dependent LC-ADC compresses signals compared to conventional ADC but further compression is needed especially for long-time monitoring applications. The orthogonal matching pursuit algorithm is simulated to evaluate ECG compression with 54 orthogonal and biorthogonal wavelets. For LC-ADC amplitude output compression, Biorthogonal3.1 (bior3.1) wavelet achieves optimal performances in terms of compression ratio (CR) while ensuring 2% percentage root-mean-square difference (PRD). The PRD must be limited to this value to ensure a very good quality signals after decompression. For circuit implementation purposes, bior3.1 wavelet is proposed as a multiplier-free decomposition step and a noncomplex global and hard thresholding process is achieved. The average CR is 63% and PRD varies between 0.1 and 2.1% leading to a very good diagnostic quality. (C) 2020 Elsevier Ltd. All rights reserved.
机译:本文介绍了电子卫生心脏在线诊断系统的心电图(ECG)信号的压缩研究。该研究采用了与连续时间级联(LC)模数转换器(ADC)采样的75个真正的心电图记录。该信号相关的LC-ADC压缩信号与传统的ADC相比,但需要进一步压缩,特别是对于长时间监测应用。模拟正交匹配追踪算法以评估具有54个正交和双正交小波的ECG压缩。对于LC-ADC幅度输出压缩,Biorthogonal3.1(Bior3.1)小波在压缩比(CR)方面实现了最佳性能,同时确保了2%百分比的根平均平方差(PRD)。 PRD必须限于该值,以确保减压后的质量非常好。对于电路实现目的,Bior3.1小波被提出为乘法的分解步骤,实现非复杂的全局和硬阈值处理。平均Cr为63%,PRD在0.1和2.1%之间变化,导致非常好的诊断质量。 (c)2020 elestvier有限公司保留所有权利。

著录项

  • 来源
    《Measurement》 |2020年第1期|共12页
  • 作者单位

    Univ Carthage COSIM Res Lab SUP COM Cite Technol Commun El Ghazala 2083 Ariana Tunisia;

    Univ Carthage COSIM Res Lab SUP COM Cite Technol Commun El Ghazala 2083 Ariana Tunisia;

    Sorbonne Univ CNRS LIP6 4 Pl Jussieu F-75005 Paris France;

    Univ Bordeaux IMS Lab BORDEAUX INP ENSEIRB MATMECA 351 Cours Liberat F-33405 Talence France;

    Univ Bordeaux IMS Lab BORDEAUX INP ENSEIRB MATMECA 351 Cours Liberat F-33405 Talence France;

    Univ Carthage COSIM Res Lab SUP COM Cite Technol Commun El Ghazala 2083 Ariana Tunisia;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计量学;
  • 关键词

    ECG; LC-ADC; PRD; Wavelet families; Compression; Thresholding process;

    机译:ECG;LC-ADC;PRD;小波家庭;压缩;阈值过程;

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