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Detection of obscured targets in heavy-tailed radar clutter using an ultra-wideband (UWB) radar and alpha-stable clutter models

机译:使用超宽带(UWB)雷达和α稳定杂波模型检测重尾雷达杂波中被遮挡的目标

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The use of an ultra-wideband (UWB) synthetic aperture radar (SAR) for detection of buried or obscured targets is an intense area of research because of the penetration and high-resolution capabilities of the radar. We address the important question of clutter modeling. More specifically, we examine the clutter observed from a forest for robust detection of targets that are buried in a forest environment and obscured by foliage. The observed clutter is a highly impulsive random process that can be accurately modeled with the previously proposed class of alpha-stable processes. Although these /spl alpha/-stable distributions also accurately model the behavior of impulsive sonar sea clutter and impulsive noise in a communication channel, we examined only the performance of a receiver for detecting targets in radar clutter based on alpha-stable distributions via extensive testing on real data, and we compared the performance of receivers based on more popular clutter distributions, such as the K and the Gaussian. The results show that, at sufficiently low probability of false alarm rates, the receiver based on the alpha-stable distribution outperformed the K- and Gaussian-based receivers.
机译:由于雷达的穿透能力和高分辨率,使用超宽带(UWB)合成孔径雷达(SAR)探测掩埋或被遮挡的目标是一个研究热点。我们解决了杂乱建模的重要问题。更具体地说,我们检查从森林中观察到的混乱情况,以可靠地检测埋在森林环境中并被树叶遮盖的目标。观察到的杂波是一种高度冲动的随机过程,可以使用先前提议的一类α稳定过程进行精确建模。尽管这些/ spl alpha / -stable分布也可以准确地模拟脉冲声纳海杂波和通信信道中的脉冲噪声的行为,但我们仅通过大量测试,仅基于α-stable分布检查了接收机检测雷达杂波中目标的性能。在真实数据上,我们比较了基于更流行的杂波分布(例如K和高斯)的接收机的性能。结果表明,在误报率足够低的情况下,基于alpha稳定分布的接收器优于基于K和高斯的接收器。

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