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

机译:一种新的基于鲁棒小波的鲁棒心电信号基线漂移消除算法

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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,小波变换已经成为一种强大的时频分析和信号编码工具,被广泛用于询问复杂的非平稳信号。它在生物信号处理中的应用一直处于这些发展的最前沿,已发现它在研究这些通常是有问题的信号方面特别有用:仅是心电图(ECG)。本文详细讨论了小波变换在ECG预处理和噪声去除步骤中的新兴作用。介绍了一种最重要的噪声源,即基线漂移,它会影响心电信号分析,并提出了一种基于小波变换的新方法。所提出的方法使用离散小波变换对信号进行多分辨率分析来构建基线漂移模型,然后使用所构建的模型从ECG信号中去除基线漂移。使用MIT-BIH噪声压力测试数据库和PTB诊断数据库进行了仿真,以显示该算法的性能。使用其他传统方法(例如,卡尔曼滤波和常规数字滤波器),发现所提出技术的结果质量达到或超过已发布结果的质量。

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