Research on ECG signal denoising based on dual-tree complex wavelet transform

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作者
机构
[1] Wang, Fang
[2] Ji, Zhong
[3] Peng, Chenglin
来源
Ji, Z. (jizhong@cqu.edu.cn) | 1600年 / Science Press卷 / 34期
关键词
De-noising algorithm - Dual-tree complex wavelet transform - ECG signal processing - ECG signals - Frequency aliasing - Gibbs oscillations - Maximum a posteriori estimation - Texture characteristics;
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摘要
In ECG signal processing, in order to avoid the phenomena of Gibbs oscillation and severe frequency aliasing, a new ECG signal denoising algorithm is presented, which is based on dual-tree complex wavelet transform and combined with the maximum a posteriori estimation to determine the threshold. The signal-to-noise ratio and mean square error are used to evaluate the denoising effects of the dual-tree complex wavelet transform and discrete wavelet transform. The experimental result shows that compared with traditional discrete wavelet transform, the dual-tree complex wavelet transform reduces noise more thoroughly and retains boundary and texture characteristics better. The dual-tree complex wavelet transform can be used as a new denoising method for biomedical signal denoising processing.
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