Title :
Statistical scattering model for high-resolution sonar images: characterisation and parameter estimation
Author :
Bisceglie, M.D. ; Galdi, C. ; Griffiths, H.D.
Author_Institution :
Facolta di Ingegneria, Univ. degli Studi del Sannio, Benevento, Italy
fDate :
10/1/1999 12:00:00 AM
Abstract :
The statistical mechanism ruling the reverberation from the seabed in high-resolution sonar devices is investigated. The signal received from a sonar cell is assumed to arise from the coherent sum of a random number of independent elementary contributions. Under proper conditions regarding the surface roughness and the incidence angle, the observables can be modelled as compound-Gaussian random variables with a nonuniform distribution of phase. A general expression has been found for evaluating the first- and second-order probability density function of the complex observables, and the case corresponding to a gamma distributed texture is investigated. The authors also propose a technique for estimating parameters of the generalised K distribution based on approximating the design distribution with a neighbouring family. Results have demonstrated that the algorithm achieves good performance within the examined range of parameter values
Keywords :
acoustic wave scattering; gamma distribution; image resolution; image texture; parameter estimation; probability; reverberation; rough surfaces; sonar imaging; statistical analysis; complex observables; compound-Gaussian random variables; first-order probability density function; gamma distributed texture; generalised K distribution; high-resolution sonar images; incidence angle; nonuniform phase distribution; parameter estimation; reverberation; seabed; second-order probability density function; statistical scattering model; surface roughness;
Journal_Title :
Radar, Sonar and Navigation, IEE Proceedings -
DOI :
10.1049/ip-rsn:19990711