Invariant detection and estimation for MIMO radar signals

S. Sirianunpiboon, D. Cochran, S. Howard
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引用次数: 4

Abstract

Motivated primarily by electronic surveillance applications, but also by other potential uses in passive exploitation of radio frequency (RF) signals, this paper considers the problems of detecting the presence of and characterizing a radar transmitter using data collected at a spatially distributed suite of receivers. A characterization of a particular interest is determining the rank of the transmitted signal, which enables discrimination between multiple-input multiple-output (MIMO) and conventional radar transmitters as well as distinguishing between MIMO systems that simultaneously emit different numbers of linearly independent signals from their transmit arrays. In this paper, an invariant posterior distribution for position and signal rank of a MIMO radar emitter is derived based on non-informative prior distributions for the signal parameters. This allows MAP-based detection and signal rank estimation. These estimators are shown to significantly outperform maximum likelihood (ML)/BIC position and rank estimators.
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MIMO雷达信号的不变性检测与估计
主要受电子监视应用的启发,但也受射频(RF)信号被动利用的其他潜在用途的影响,本文考虑了使用在空间分布的接收器上收集的数据来检测雷达发射机的存在和表征的问题。一个特别感兴趣的特征是确定发射信号的等级,这可以区分多输入多输出(MIMO)和传统雷达发射机,以及区分同时从其发射阵列发射不同数量的线性无关信号的MIMO系统。基于信号参数的非信息先验分布,导出了MIMO雷达辐射源位置和信号秩的不变后验分布。这允许基于地图的检测和信号秩估计。这些估计器被证明明显优于最大似然(ML)/BIC位置和秩估计器。
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