Quadrature Doppler Ultrasound Signal Senoising Based on Adaptive Representations

Xiaotao Wang, Yi Shen, Zhi-yan Liu, Qiang Wang
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引用次数: 2

Abstract

The spectrogram of Doppler ultrasound signal has been widely used in the clinical diagnosis. The additional frequency component arising from noise will produce an adverse effect on the subjective analysis of the spectrogram and its quantitative analysis. Two approaches based on the adaptive representations including the adapted local cosine transform (CPD) and the wavelet packet (WPD), combined with the garrote thresholding, and is proposed to denoising quadrature Doppler ultrasound signal. At first, to avoid the phase distortion induced by denoising the complex Doppler ultrasound signal directly, the directional information is extracted from the quadrature signal. And then the denoising methods based on the adaptive representations are performed on the forward and reverse flow signals, respectively. At last, the estimated signal is reconstructed from the denoised signals using Hilbert transform. The simulation results have shown that these approaches are superior to ones based on the wavelet transform, especially under low SNR circumstances, and moreover, the denoising method using the CPD has achieved the best performance
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基于自适应表征的正交多普勒超声信号降噪
多普勒超声信号谱图已广泛应用于临床诊断。噪声产生的额外频率分量会对频谱图的主观分析及其定量分析产生不利影响。提出了基于自适应表示的自适应局部余弦变换(CPD)和小波包(WPD)方法,并结合garrote阈值法对正交多普勒超声信号进行去噪。首先,为了避免直接对复杂多普勒超声信号去噪引起的相位畸变,从正交信号中提取方向信息;然后分别对正流信号和逆流信号进行了基于自适应表示的去噪方法。最后利用希尔伯特变换对去噪后的信号进行重构。仿真结果表明,在低信噪比的情况下,这些方法都优于基于小波变换的方法,而且采用CPD方法的去噪效果最好
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