Title :
On modeling biomedical ultrasound RF echoes using a power-law shot-noise model
Author :
Kutay, M. Alper ; Petropulu, Athina P. ; Piccoli, Catherine W.
Author_Institution :
Scientific & Tech. Res. Council of Turkey, Ankara, Turkey
fDate :
7/1/2001 12:00:00 AM
Abstract :
We propose a new model for the RF ultrasound echo, namely the power-law shot-noise process. Based on this model, the in-phase and quadrature components of the echo are shown to exhibit 1/f β-type spectral behavior, in a sense that is defined in the paper. The envelope also exhibits this type of spectral behavior, but with a different exponent. This result explains the experimental observations by other researchers of the power-law trend of the RF echo spectrum. Although the shot-noise model has been used in the past for modeling the RF echo, this is the first time that a power-law impulse response filter is used and that the resulting 1/f β-type spectral behavior of the RF echo has been investigated. The model parameters are linked to tissue characteristics, such as scatterer density and attenuation; thus, they have the potential to be used as tissue characterization features. The validity of the proposed model is tested based on a database of 100 clinical ultrasound images of the breast.
Keywords :
biomedical ultrasonics; echo; modelling; shot noise; stochastic processes; transient response; ultrasonic imaging; 1/f/sup /spl beta//-type spectral behavior; US breast images; biomedical US RF echo modelling; biomedical ultrasound RF echoes; in-phase components; medical imaging; model parameters; power-law impulse response filter; power-law shot-noise model; quadrature components; scatterer attenuation; scatterer density; tissue characteristics; tissue characterization features; Acoustic scattering; Biological system modeling; Biological tissues; Gaussian processes; Radio frequency; Rayleigh scattering; Rician channels; Speech analysis; Statistical distributions; Ultrasonic imaging; Biomedical Engineering; Computer Simulation; Databases, Factual; Female; Humans; Models, Theoretical; Monte Carlo Method; Radio Waves; Ultrasonography; Ultrasonography, Mammary;
Journal_Title :
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on