Title :
A new clutter rejection technique for Doppler ultrasound signal based on principal and independent component analyses
Author :
Zobly, Sulieman M. S. ; Kadah, Yasser M.
Author_Institution :
Univ. of Gezira, Gezira, Egypt
Abstract :
Doppler ultrasound is widely used diagnostic tool for measuring and detecting blood flow. To get a Doppler ultrasound spectrum image with a good quality, the clutter signals generated from stationary and slowly moving tissue must be removed completely. Without enough clutter rejection, low velocity blood flow cannot be measured, and estimates of higher velocities will have a large bias. Usually finite impulse response FIR, infinite impulse response IIR and polynomial regression PR filters were used for cluttering. In this paper we proposed a new clutter rejection based on principal component analysis (PCA) and independent component analysis (ICA). The proposed clutter rejection method presentation is quantified in simulated FR Doppler data beside real Doppler data. The result shows that the proposed method gives better clutter rejection.
Keywords :
Doppler effect; FIR filters; IIR filters; biological tissues; biomedical ultrasonics; blood flow measurement; clutter; estimation theory; filtering theory; independent component analysis; medical image processing; principal component analysis; regression analysis; ultrasonic imaging; Doppler ultrasound signal; Doppler ultrasound spectrum image; FIR filters; IIR filters; PCA; blood flow detection; blood flow measurement; clutter rejection technique; clutter signal generation; diagnostic tool; finite impulse response filters; high-velocity estimation; independent component analysis; infinite impulse response filters; polynomial regression filters; principal component analysis; tissue; Blood flow; Clutter; Doppler effect; Finite impulse response filter; IIR filters; Principal component analysis; Ultrasonic imaging; Doppler ultrasound signal; Independent component analysis and principal component analysis; blood flow; clutter rejection filter; spectrum;
Conference_Titel :
Biomedical Engineering Conference (CIBEC), 2012 Cairo International
Conference_Location :
Giza
Print_ISBN :
978-1-4673-2800-5
DOI :
10.1109/CIBEC.2012.6473338