Title :
Adaptive array detection algorithms with steering vector mismatch
Author :
Chin Heng Lim ; Aboutanios, Elias ; Mulgrew, Bernard
Author_Institution :
Sch. of Eng. & Electron., Univ. of Edinburgh, Edinburgh, UK
Abstract :
The problem of signals detection with known templates in coloured Gaussian interference is especially relevant for radar applications. The optimum detector requires knowledge of the true interference covariance matrix, which is usually unknown. In practice, the matrix is estimated from target-free training data that must be statistically homogeneous with the test data. Traditional approaches, like the GLRT and AMF, require the availability of such training data. These conditions are normally not always satisfied, which degrades the detection performance. Recently, two single data set approaches that deal only with the test data, namely the GMLED and MLED were introduced. In this paper, we examine the performance of these detection algorithms and their reduced-dimension counterparts under steering vector mismatches. We investigate the cases where there is a mismatch in the spatial and temporal steering vectors.
Keywords :
adaptive signal detection; array signal processing; maximum likelihood detection; vectors; AMF; GLRT; GMLED; adaptive array detection algorithms; coloured Gaussian interference; radar applications; signals detection; spatial steering vectors; steering vector mismatches; target-free training data; temporal steering vectors; true interference covariance matrix; Abstracts; Detectors; Ear; Facsimile;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence