Title :
A new model for non-Rayleigh clutter: space-time adaptive processing in stable impulsive interference
Author :
Tsakalides, Panagiotis ; Nikias, Chrysostomos L.
Author_Institution :
Signal & Image Process. Inst., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
This paper studies methods for space-time adaptive processing-based (STAP-based) parameter estimation in the presence of impulsive noise backgrounds. Towards this goal, the theory of alpha-stable random processes provides an elegant and mathematically tractable framework for the solution of the detection and parameter estimation problems in the presence of impulsive radar clutter. Our goal is to develop joint target angle and Doppler, maximum likelihood-based estimation techniques from radar measurements retrieved in the presence of severe clutter modeled as an alpha-stable, complex random process. We derive the Cramer-Rao bounds for the additive Cauchy interference scenario to assess the best-case estimation accuracy which can be achieved. The results are of great importance 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; adaptive signal processing; airborne radar; array signal processing; maximum likelihood estimation; radar clutter; radar detection; radar signal processing; random processes; Cramer-Rao bounds; STAP processing; additive Cauchy interference; airborne pulse Doppler radar arrays; alpha-stable random processes; complex random process; impulsive noise; maximum likelihood estimation; non-Rayleigh clutter; parameter estimation; radar clutter; space-time adaptive processing; stable impulsive interference; Adaptive arrays; Clutter; Doppler radar; Interference; Parameter estimation; Radar antennas; Radar detection; Random processes; Sensor arrays; Signal processing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
Print_ISBN :
0-8186-7919-0
DOI :
10.1109/ICASSP.1997.604623