Performance evaluation of wavelet-based ECG compression algorithms for telecardiology application over CDMA network.

Byung S Kim, Sun K Yoo
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引用次数: 8

Abstract

The use of wireless networks bears great practical importance in instantaneous transmission of ECG signals during movement. In this paper, three typical wavelet-based ECG compression algorithms, Rajoub (RA), Embedded Zerotree Wavelet (EZ), and Wavelet Transform Higher-Order Statistics Coding (WH), were evaluated to find an appropriate ECG compression algorithm for scalable and reliable wireless tele-cardiology applications, particularly over a CDMA network. The short-term and long-term performance characteristics of the three algorithms were analyzed using normal, abnormal, and measurement noise-contaminated ECG signals from the MIT-BIH database. In addition to the processing delay measurement, compression efficiency and reconstruction sensitivity to error were also evaluated via simulation models including the noise-free channel model, random noise channel model, and CDMA channel model, as well as over an actual CDMA network currently operating in Korea. This study found that the EZ algorithm achieves the best compression efficiency within a low-noise environment, and that the WH algorithm is competitive for use in high-error environments with degraded short-term performance with abnormal or contaminated ECG signals.

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基于小波的心电压缩算法在CDMA网络上心电学应用的性能评价。
利用无线网络实现运动过程中心电信号的瞬时传输具有重要的现实意义。本文对三种典型的基于小波的心电压缩算法,即Rajoub (RA)、嵌入式零树小波(EZ)和小波变换高阶统计编码(WH)进行了评估,以找到适合可扩展和可靠的无线远程心脏病学应用的心电压缩算法,特别是在CDMA网络上。利用来自MIT-BIH数据库的正常、异常和测量噪声污染的心电信号,分析了三种算法的短期和长期性能特征。除了测量处理延迟外,还通过模拟模型(包括无噪声信道模型、随机噪声信道模型和CDMA信道模型)以及目前在韩国运行的实际CDMA网络来评估压缩效率和重构对误差的敏感性。本研究发现,EZ算法在低噪声环境下具有最佳的压缩效率,而WH算法在心电信号异常或污染、短期性能下降的高误差环境下具有竞争力。
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