Title :
Exact performance of STAP algorithms with mismatched steering and clutter statistics
Author :
McDonald, Keith F. ; Blum, Rick S.
Author_Institution :
MITRE Corp., Bedford, MA, USA
fDate :
10/1/2000 12:00:00 AM
Abstract :
Adaptive algorithms for receivers employing antenna arrays have received significant attention for radar systems applications. In the majority of these algorithms, the covariance matrix for the clutter-plus-noise is characterized by using samples taken from range cells surrounding the test cell. If the underlying covariance matrix of the test cell is different from the average covariance matrix of the surrounding range cells, significant performance degradation may result. Exact expressions for performance are derived for such cases, when any of a set of popular space-time adaptive processing (STAP) algorithms are used. Numerical evaluation of these expressions illustrates how variations in the parameters of these equations affect probability of detection and probability of false alarm. The equations are utilized to determine an upper bound an the performance of this class of STAP algorithms
Keywords :
adaptive antenna arrays; adaptive signal detection; covariance matrices; noise; probability; radar antennas; radar clutter; radar detection; radar receivers; space-time adaptive processing; statistical analysis; STAP algorithms; adaptive algorithms; antenna arrays; average covariance matrix; clutter statistics; clutter-plus-noise; detection probability; exact performance; false alarm probability; mismatched steering; performance degradation; radar system applications; radar target detection; range cells; receivers; space-time adaptive processing; test cell; upper bound; Adaptive algorithm; Adaptive arrays; Antenna arrays; Covariance matrix; Degradation; Equations; Radar antennas; Radar applications; Receiving antennas; Testing;
Journal_Title :
Signal Processing, IEEE Transactions on