Title :
Performance of the adaptive sidelobe blanker detection algorithm in homogeneous environments
Author :
Richmond, Christ D.
Author_Institution :
Lincoln Lab., MIT, Lexington, MA, USA
fDate :
5/1/2000 12:00:00 AM
Abstract :
The adaptive sidelobe blanker (ASB) algorithm is a two-stage detector consisting of a first stage adaptive matched filter (AMF) detector followed by a second-stage detector called the adaptive coherence (or cosine) estimator (ACE). Only those data test cells that survive both detection thresholdings are declared signal (target) bearing. We provide exact novel closed-form expressions for the resulting probability of detection (PD) and false alarm (PFA) for the ASB algorithm and demonstrate that under homogeneous data conditions with no signal array response mismatch that (i) the ASB is a constant false alarm rate (CFAR) algorithm, (ii) the ASB has a higher or commensurate PD for a given PFA than both the AMF and the ACE, and (iii) the ASB has an overall performance that is commensurate with Kelly´s (1986) benchmark generalized likelihood ratio test (GLRT). A compact statistical summary is derived providing distributions and dependencies among the GLRT, AMF, and the ACE decision statistics
Keywords :
adaptive estimation; adaptive filters; adaptive signal detection; array signal processing; filtering theory; probability; statistical analysis; CFAR algorithm; GLRT; adaptive beamformer; adaptive coherence estimator; adaptive cosine estimator; adaptive matched filter detector; adaptive sidelobe blanker detection algorithm; constant false alarm rate; data test cells; decision statistics; detection probability; detection thresholdings; distributions; exact closed-form expressions; false alarm probability; generalized likelihood ratio test; homogeneous data conditions; homogeneous environments; performance; second-stage detector; signal bearing; target bearing; two-stage detector; Adaptive signal detection; Clutter; Covariance matrix; Detection algorithms; Detectors; Interference; Matched filters; Statistical analysis; Statistical distributions; Testing;
Journal_Title :
Signal Processing, IEEE Transactions on