Title :
Quadrature Doppler Ultrasound Signal Senoising Based on Adaptive Representations
Author :
Wang, Xiaotao ; Shen, Yi ; Liu, Zhiyan ; Qiang Wang
Author_Institution :
Dept. of Control Sci. & Eng., Harbin Inst. of Technol.
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
Keywords :
Hilbert transforms; biomedical ultrasonics; discrete cosine transforms; medical signal processing; signal denoising; signal representation; wavelet transforms; Hilbert transform; adapted local cosine transform; adaptive representations; clinical diagnosis; forward signals; garrote thresholding; orthogonal wavelet transform; phase distortion; quadrature Doppler ultrasound signal; reverse flow signals; signal denoising; spectrogram; wavelet packet; Blood flow; Data mining; Discrete wavelet transforms; Frequency; Noise reduction; Signal processing; Spectrogram; Ultrasonic imaging; Wavelet packets; Wavelet transforms; Doppler ultransound; adapted local cosine transform; orthogonal wavelet transform; wavelet packet;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2005. IMTC 2005. Proceedings of the IEEE
Conference_Location :
Ottawa, Ont.
Print_ISBN :
0-7803-8879-8
DOI :
10.1109/IMTC.2005.1604463