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Noise reduction for quadrature Doppler ultrasound signal based on the adapted local cosine transform

机译:基于自适应局部余弦变换的正交多普勒超声信号降噪

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The spectral analysis of the Doppler ultrasound signal based on the spectrogram has been widely used in medicine for the assessment of blood flow in vessels. The additional frequency components arising from noise produces an adverse effect on the subjective study of the spectrogram and its quantitative analysis. A novel approach using the adapted local cosine transform, combined with the non-negative garrote thresholding method, is proposed to remove noise from the quadrature Doppler ultrasound signal. At first, the directional information is extracted from the quadrature signal. Then the denoising method based on the adapted local cosine transform is performed on the forward and reverse flow signals, respectively. At last, the estimated signal is reconstructed from the denoised signals using Hilbert transform. In the simulation study, the estimation precision of the mean frequency waveform and the spectral width waveform are studied for the signal after denoising. The simulation results for the simulated Doppler ultrasound signals have shown that this approach is superior to the one based on the wavelet transform, especially under low SNR conditions.
机译:基于频谱图的多普勒超声信号的频谱分析已在医学中广泛用于评估血管中的血流。噪声引起的额外频率分量会对频谱图的主观研究及其定量分析产生不利影响。提出了一种使用自适应局部余弦变换并结合非负Garrote阈值化方法的新颖方法,以消除正交多普勒超声信号中的噪声。首先,从正交信号中提取方向信息。然后,分别对正向和反向流信号执行基于自适应局部余弦变换的降噪方法。最后,使用希尔伯特变换从去噪后的信号中重构出估计信号。在仿真研究中,研究了去噪后信号的平均频率波形和频谱宽度波形的估计精度。仿真的多普勒超声信号的仿真结果表明,这种方法优于基于小波变换的方法,尤其是在低SNR条件下。

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