parameter estimation of k distribution radar clutter with the gravity searching algorithm
نویسندگان
چکیده
parameter estimation is an important task in the modeling, classification, and detection of radar clutters. radar clutters have stochastic characteristics. therefore, statistical distributions are usually used to describe the features of clutters better. k distribution is one of the most common models utilized to the simulation of clutters. this distribution, which consists of scale and shape parameters, has two speckle and local power components. because local power component is modeled by gamma distribution, the parameter estimation of k distribution is a high dimensional and nonlinear problem. in this paper, a novel method is proposed based on the gravity searching algorithm for the parameter estimation. this new method has high accuracy and validity in estimating parameters. for the evaluation of the proposed method, the estimated probability density function and power spectrum in two different experiments were compared to actual ones. finally, the results of the new method are compared to the results of the maximum likelihood method. furthermore, k-s test is performed to evaluate generated clutters with estimated parameters. results prove the validity of the proposed method for the parameter estimation.
منابع مشابه
Radar Signal Detection in K-distributed Clutter by Pade Approximation
In this paper, two suboptimum detectors are proposed for coherent radar signal detection in K-distributed clutter. Assuming certain values for several initial moments of clutter amplitude, the characteristic function of the clutter amplitude is approximated by a limited series. Using the Pade approximation, it is then converted to a rational fraction. Thus, the pdf of the clutter amplitude is o...
متن کاملRadar Signal Detection in K-distributed Clutter by Pade Approximation
In this paper, two suboptimum detectors are proposed for coherent radar signal detection in K-distributed clutter. Assuming certain values for several initial moments of clutter amplitude, the characteristic function of the clutter amplitude is approximated by a limited series. Using the Pade approximation, it is then converted to a rational fraction. Thus, the pdf of the clutter amplitude is o...
متن کاملRadar detection algorithm for GARCH clutter model
a r t i c l e i n f o a b s t r a c t We propose a GARCH model to represent the clutter in radar applications. We fit this model to real sea clutter data and we show that it represents adequately the statistics of the data. Then, we develop a detection test based on this model. Using synthetic and real radar data, we evaluate its performance and we show that the proposed detector offers higher ...
متن کاملRegular paper Parameter Estimation in K-Distributed Clutter with Noise using Nonlinear Networks
In this paper, we have introduced a method for estimating the parameters of the sea clutter compound K-distribution in presence of thermal noise by using the artificial neural networks (ANN) and the fuzzy neural networks (FNN) multi inputs/ single outputs (MISO) approaches. In order to accurate more the estimation, the FNN multi inputs/ multi outputs (MIMO) is also considered in this work to es...
متن کاملModels of Radar Clutter from the Weibull Distribution
The clutter is always present in the radar signal, so it is important to generate models that give us the possibility to minimize its effect in the detection of targets in a radar space. In that way, it is focused this paper, where, we try to propose a model that generates discrete time coherent sequences with a Weibull distribution for its modulus and a Uniform distribution for its phase. The ...
متن کاملConvoy parameter estimation with array radar
The problem of recognition of extended targets such as convoys of ground vehicles by radar is discussed. The paper focuses on target recognition during the search and track radar mode, i.e., using a real aperture mode. Radar with multi-channel array antenna is assumed. Such radar produces multi-channel echo data and offers the potential of space and space-time signal processing. Generalised spa...
متن کاملمنابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
رادارجلد ۴، شماره ۳، صفحات ۵۵-۰
میزبانی شده توسط پلتفرم ابری doprax.com
copyright © 2015-2023