JIAN Tao, HE You, SU Feng, et al. Mismatch Analysis of Covariance Matrix Estimator for Compound-Gaussian Clutter[J]. Acta Electronica Sinica, 2011, 39(4): 963-966.
DOI:
JIAN Tao, HE You, SU Feng, et al. Mismatch Analysis of Covariance Matrix Estimator for Compound-Gaussian Clutter[J]. Acta Electronica Sinica, 2011, 39(4): 963-966.DOI:
Mismatch Analysis of Covariance Matrix Estimator for Compound-Gaussian Clutter
When the compound-Gaussian clutter can be clustered into groups of data with one and the same value of the texture
the Constant False Alarm Rate (CFAR) property and the detection performance of the adaptive normalized matched filter (ANMF) are analyzed in the mismatch situation
where the estimated clutter group size is unequal to the actual one.The theoretical analyses show that
the ANMF holds fully CFAR property when the actual clutter group size is multiples of the estimated one
while it is only CFAR to the clutter covariance matrix structure for other cases.It also shows that
the ANMF holds almost CFAR property for different subsets.Moreover
different mismatch cases cause different performance loss for the ANMF;and the worst performance results from the case when no a priori information about the texture correlation is available at all.