Title :
Estimation of the k-distributed clutter plus thermal noise parameters using higher order and fractional moments
Author :
Mezache, Amar ; Sahed, Mohamed ; Soltani, Faouzi ; Chalabi, Izzeddine
Author_Institution :
Dept. of Electron. Eng., Univ. Mohamed Boudiaf of M´sila, M´sila, Algeria
Abstract :
The estimation of the K-distributed radar clutter plus thermal noise parameters can be improved by employing fractional moments instead of the existing higher order moments. In order to achieve this, we provide first an asymptotic expression of the moments in terms of the confluent and Gauss hypergeometric functions. For fractional orders of the latter, the new estimation method is derived so that the estimates of the shape parameter are achieved via numerical computations of nonlinear equations. For lower fractional orders of moments and different values of the parameters, the numerical simulations demonstrate the effectiveness of the proposed estimation procedure when compared with the standard higher order moments method.
Keywords :
Gaussian distribution; higher order statistics; method of moments; nonlinear equations; parameter estimation; radar clutter; radar signal processing; signal denoising; thermal noise; Gauss hypergeometric function; K-distributed radar clutter plus thermal noise parameter estimation; confluent function; fractional moments asymptotic expression; higher order moments method; nonlinear equation numerical computation; numerical simulations; radar signal processing; shape parameter estimation method; Clutter; Estimation; Mathematical model; Method of moments; Noise; Shape; Thermal noise;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2014.130572