Title :
Angle/Doppler estimation in heavy-tailed clutter backgrounds
Author :
Tsakalides, Panagiotis ; Raspanti, Raffaele ; Nikias, Chrysostomos L.
fDate :
4/1/1999 12:00:00 AM
Abstract :
This work describes new methods on the modeling of the amplitude statistics of airborne radar clutter by means of alpha-stable distributions. We develop joint target angle and Doppler, maximum likelihood-based estimation techniques from radar measurements retrieved in the presence of impulsive uncorrelated noise modeled as an alpha-stable random process. We derive the Cramer-Rao bounds (CRBs) for the additive Cauchy interference scenario to assess the best case estimation accuracy which can be achieved. In addition, we introduce a new joint spatial- and Doppler-frequency high-resolution estimation technique based on the fractional lower order statistics of the measurements of a radar array. Simulation results demonstrate that the proposed methods can be of interest in the study of space-time adaptive processing (STAP) for airborne pulse Doppler radar arrays operating in impulsive interference environments
Keywords :
Doppler radar; adaptive radar; airborne radar; array signal processing; covariance analysis; covariance matrices; direction-of-arrival estimation; frequency estimation; jamming; maximum likelihood estimation; radar clutter; radar detection; radar signal processing; signal classification; space-time adaptive processing; 2D filter; Cramer-Rao bounds; Doppler maximum likelihood-based estimation; MUSIC algorithm; additive Cauchy interference scenario; additive Cauchy noise; airborne radar clutter; alpha-stable distributions; alpha-stable random process; amplitude statistics modelling; beamforming; best case estimation accuracy; covariance matrix; fractional lower order statistics; heavy-tailed clutter backgrounds; high-resolution estimation technique; impulsive uncorrelated noise; jamming environment; joint spatial/Doppler-frequency estimation; joint target angle estimation; pulse Doppler radar arrays; space-time adaptive processing; 1f noise; Adaptive arrays; Airborne radar; Clutter; Doppler radar; Interference; Radar measurements; Random processes; Statistical distributions; Statistics;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on