用串级OWA滤波器增强心电信号

T. Pander, T. Przybyla
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引用次数: 1

摘要

生物医学信号记录过程中出现的噪声很少具有高斯分布的特征,而噪声可能具有脉冲性质。在这种假设下应用传统滤波方法会导致对滤波后的信号引入失真。本文对鲁棒滤波问题进行了综述。提出了一种基于有序加权聚合算子的串行级联鲁棒滤波器。描述了OWA算子在移动窗口中应用有序信号样本的加权平均。通过引入非线性排序运算,并为排序后的样本分配适当的权值,提高了脉冲环境下的滤波性能。所提出的串级OWA滤波器结构由两个连续的OWA滤波器组成。该滤波器在真实信号和人工噪声干扰下进行了测试。滤波器性能质量的指标是均方根误差(RMSE)。为了测试目的,使用心电图信号。实验结果表明,在脉冲噪声抑制领域,与参考滤波器相比,所提出的序列级联OWA滤波器具有更好的抑制效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ECG Signal Enhancement with Serial Cascade OWA Filter
Noises which appear during recording of biomedical signal are seldom characterized by the Gaussian distribution, whereas a noise can have an impulsive nature. An application of traditional filtering method at such assumption can lead to introducing a distortion to a filtered signal. In this paper, an overview of the robust filtering problem is provided. The new serial cascade robust filter with application of the ordered weighted aggregation (OWA) operator is proposed. The OWA operator is described applying a weighted average of ordered signal samples in a moving window. By introducing the nonlinear sorting operation and assigning to the sorted samples appropriate values of weights the improvement of filtering in impulsive environment is achieved. The structure of the proposed serial cascade OWA filter consists of two successive OWA filters. The proposed filter is tested with the help of real signal corrupted with an artificial as well as a real noise. The indicator of the filter's performance quality is the root mean square error (RMSE). For testing purpose the electrocardiographic signal is used. The obtained results show that in the field of impulsive noise suppression, the proposed serial cascaded OWA filter lead to better results compared to the reference filters.
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