Statistical analyses of measured radar ground clutter data

被引:174
作者
Billingsley, JB
Farina, A
Gini, F
Greco, MV
Verrazzani, L
机构
[1] MIT, Lincoln Lab, Lexington, MA 02420 USA
[2] Alenia Marconi Syst, Syst Anal & Sci Calculus Grp, Syst Area, I-00131 Rome, Italy
[3] Univ Pisa, Dept Informat Engn, I-56126 Pisa, Italy
关键词
D O I
10.1109/7.766939
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The performance of ground-based surveillance radars strongly depends on the distribution and spectral characteristics of ground clutter To design signal processing algorithms that exploit the knowledge of clutter characteristics, a preliminary statistical analysis of ground-clutter data is necessary. We report the results of a statistical analysis of X-band ground-clutter data from the MIT Lincoln Laboratory Phase One program. Data non-Gaussianity of the in-phase and quadrature components was revealed, first by means of histogram and moments analysis, and then by means of a Gaussianity test based on cumulants of order higher than the second; to this purpose parametric autoregressive (AR) modeling of the clutter process was developed. The test is computationally attractive and has constant false alarm rate (CFAR). Incoherent analysis has also been carried out by checking the fitting to Rayleigh, Weibull, log-normal, and K-distribution models. Finally, a new modified Kolmogorov-Smirnoff (KS) goodness-of-fit test is proposed; this modified test guarantees good fitting in the distribution tails, which is of fundamental importance for a correct design of CFAR processors.
引用
收藏
页码:579 / 593
页数:15
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