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A new robust wavelet based algorithm for baseline wandering cancellation in ECG signals

机译:一种新的ECG信号中基线徘徊消除的新鲁棒小波算法

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Wavelet transform has been emerged over recent years as a powerful time-frequency analysis and signal coding tool favored for the interrogation of complex non stationary signals. Its application to bio-signal processing has been at the forefront of these developments where it has been found particularly useful in the study of these, often problematic, signals: none more so than the Electrocardiogram (ECG). In this paper, the emerging roles of the wavelet transform in the ECG preprocessing and noise removing step is discussed in detail. One of the most important noise sources, baseline wandering, which can be affected ECG signal analysis is introduced and a new method based on wavelet transform is being proposed. The proposed method construct a model of baseline wander with multiresolution analysis of the signal using discrete wavelet transform and then remove the baseline wander from the ECG signal using the constructed model. Simulations were carried out to show the performance of the algorithm using the MIT-BIH noise stress test database and PTB diagnosis database. The quality of the results by the proposed technique is found to meet or exceed that of published results using other conventional methods such as kalman filtering and conventional digital filters.
机译:近年来,小波变换是一种强大的时频分析和信号编码工具,优先考虑复杂非静止信号的询问。其对生物信号处理的应用已经处于这些发展的最前沿,其中已经发现在这些情况下特别有用,通常有问题的信号:没有更多,所以比心电图(ECG)更多。在本文中,详细讨论了小波变换在ECG预处理和噪声去除步骤中的新出现作用。引入了最重要的噪声源,基线徘徊,可以引入可能影响ECG信号分析,并提出了一种基于小波变换的新方法。该方法构建了使用离散小波变换的信号的多分辨率分析的基线漂移模型,然后使用构造的模型从ECG信号中取出基线漂移。进行了模拟以显示使用MIT-BIH噪声应力测试数据库和PTB诊断数据库的算法的性能。发现通过所提出的技术的结果的质量与其他常规方法(如Kalman滤波和传统的数字滤波器)满足或超过公布结果的质量。

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