Title :
A compound scattering pdf for the ultrasonic echo envelope and its relationship to K and Nakagami distributions
Author :
Shankar, P. Mohana
Author_Institution :
Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA, USA
fDate :
3/1/2003 12:00:00 AM
Abstract :
A compound probability density function (pdf) is presented to describe the envelope of the backscattered echo from tissue. This pdf allows local and global variation in scattering cross sections in tissue. The ultrasonic backscattering cross sections are assumed to be gamma distributed. The gamma distribution also is used to model the randomness in the average cross sections. This gamma-gamma model results in the compound scattering pdf for the envelope. The relationship of this compound pdf to the Rayleigh, K, and Nakagami distributions is explored through an analysis of the signal-to-noise ratio of the envelopes and random number simulations. The three parameter compound pdf appears to be flexible enough to represent envelope statistics giving rise to Rayleigh, K, and Nakagami distributions.
Keywords :
backscatter; biomedical ultrasonics; gamma distribution; ultrasonic scattering; K distributions; Nakagami distributions; Rayleigh distributions; average cross sections; backscattered echo; compound probability density function; compound scattering pdf; envelope statistics; gamma distribution; gamma-gamma model; random number simulations; randomness; scattering cross sections; signal-to-noise ratio; ultrasonic echo envelope; Acoustic pulses; Acoustic scattering; Analytical models; Backscatter; Nakagami distribution; Probability density function; Rayleigh scattering; Signal analysis; Signal to noise ratio; Statistical distributions; Computer Simulation; Connective Tissue; Image Enhancement; Models, Biological; Models, Statistical; Scattering, Radiation; Sensitivity and Specificity; Statistics as Topic; Stochastic Processes; Ultrasonography;
Journal_Title :
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
DOI :
10.1109/TUFFC.2003.1193628