摘要
分析了对角加载自适应匹配滤波器(diagonally loaded adaptive matched filter,DL-AMF)和对角加载自适应相干估计器(diagonally loaded adaptive coherence estimation,DL-ACE)的检测性能;推导了二者的渐近统计分布,得到了解析的虚警概率(probability of false alarm,PFA)和检测概率(probability of detection,PD)表达式。与常规AMF和ACE相比,尤其是在训练样本不足的情况下,DL-AMF和DL-ACE的检测性能大为提高,并且二者都具有渐近恒虚警(constant false alarm rate,CFAR)特性。
The diagonally loaded adaptive matched filter (DL-AMF) and the diagonally loaded adaptive coherence estimation (DL-ACE) are analyzed. The asymptotically statistical distributions are investigated and the analytical expression of their probabilities of false alarm (PFA’s) and probabilities of detection (PD’s) are derived. Compared with the AMF and the ACE, the PD’s of both the DL-AMF and the DL-ACE are improved dramatically, especially when the number of the secondary data is limited. In addition, they both possess the property of the asymptotically constant false alarm rate (CFAR).
出处
《系统工程与电子技术》
EI
CSCD
北大核心
2013年第3期463-468,共6页
Systems Engineering and Electronics
基金
国家杰出青年科学基金(60925005)
国家自然科学基金(61102169)资助课题
关键词
多通道检测
空时自适应检测
对角加载
自适应匹配滤波器
自适应相干估计器
广义似然比检测器
multi-channel detection
space-time adaptive detection (STAD)
diagonal loading
adaptive matched filter (AMF)
adaptive coherence estimation (ACE)
generalized likelihood ratio test (GLRT)