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The weighted diagnostic distortion (WDD) measure for ECG signal compression

机译:用于ECG信号压缩的加权诊断失真(WDD)度量

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摘要

In this paper, a new distortion measure for electrocardiogram (ECG) signal compression, called weighted diagnostic distortion (WDD) is introduced. The WDD measure is designed for comparing the distortion between original ECG signal and reconstructed ECG signal (after compression). The WDD is based on PQRST complex diagnostic features (such as P wave duration, QT interval, T shape, ST elevation) of the original ECG signal and the reconstructed one. Unlike other conventional distortion measures [e.g. percentage root mean square (rms) difference, or PRD], the WDD contains direct diagnostic information and thus is more meaningful and useful. Four compression algorithms were implemented (AZTEC, SAPA2, LTP, ASEC) in order to evaluate the WDD. A mean opinion score (MOS) test was applied to test the quality of the reconstructed signals and to compare the quality measure (MOSerror) with the proposed WDD measure and the popular PRD measure. The evaluators in the WIGS test were three independent expert cardiologists, who studied the reconstructed ECG signals in a blind and a semiblind tests. The correlation between the proposed WDD measure and the MOS test measure (MOSerror) was found superior to the correlation between the popular PRD measure and the MOSerror.
机译:本文介绍了一种新的心电图(ECG)信号压缩失真测量方法,称为加权诊断失真(WDD)。 WDD量度旨在比较原始ECG信号和重构的ECG信号(压缩后)之间的失真。 WDD基于原始ECG信号和重建的ECQR信号的PQRST复杂诊断特征(例如P波持续时间,QT间隔,T形,ST高程)。与其他常规失真测量方法不同百分比均方根差(PRD),WDD包含直接的诊断信息,因此更加有意义和有用。为了评估WDD,实施了四种压缩算法(AZTEC,SAPA2,LTP,ASEC)。应用平均意见评分(MOS)测试来测试重构信号的质量,并将质量度量(MOSerror)与建议的WDD度量和流行的PRD度量进行比较。 WIGS测试的评估者是三位独立的心脏病专家,他们通过盲法和半盲法研究了重建的ECG信号。发现拟议的WDD度量与MOS测试度量(MOSerror)之间的相关性优于流行的PRD度量与MOSerror之间的相关性。

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