Title :
Modern spectral analysis techniques for blood flow velocity and spectral measurements with pulsed Doppler ultrasound
Author :
David, Jean-Yves ; Jones, Steven A. ; Giddens, Don P.
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
fDate :
6/1/1991 12:00:00 AM
Abstract :
Four spectral analysis techniques were applied to pulsed Doppler ultrasonic quadrature signals to compare the relative merits of each technique for estimation of flow velocity and Doppler spectra. The four techniques were (1) the fast Fourier transform method, (2) the maximum likelihood method, (3) the Burg autoregressive algorithm, and (4) the modified covariance approach to autoregressive modeling. Both simulated signals and signals obtained from an in vitro flow system were studied. Optimal parameter values (e.g. model orders) were determined for each method, and the effects of signal-to-noise ratio and signal bandwidth were investigated. The modern spectral analysis techniques were shown to be superior to Fourier techniques in most circumstances, provided the model order was chosen appropriately. Robustness considerations tended to recommend the maximum likelihood method for both velocity and spectral estimation. Despite the restrictions of steady laminar flow, the results provide important basic information concerning the applicability of modern spectral analysis techniques to Doppler ultrasonic evaluation of arterial disease.
Keywords :
Doppler effect; biomedical ultrasonics; haemodynamics; spectral analysis; Burg autoregressive algorithm; Fourier techniques; arterial disease; blood flow velocity; in vitro flow system; maximum likelihood method; model orders; optimal parameter values; pulsed Doppler ultrasound; quadrature signals; signal bandwidth; signal-to-noise ratio; simulated signals; spectral analysis techniques; spectral measurements; steady laminar flow; Blood flow; Fast Fourier transforms; Fluid flow measurement; In vitro; Maximum likelihood estimation; Pulse measurements; Spectral analysis; Ultrasonic imaging; Ultrasonic variables measurement; Velocity measurement; Algorithms; Blood Flow Velocity; Fourier Analysis; Likelihood Functions; Mathematics; Models, Cardiovascular; Spectrum Analysis; Ultrasonics;
Journal_Title :
Biomedical Engineering, IEEE Transactions on