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A Tracking System Exploiting Interaction Between a Detector With Localization Capabilities and the KF

机译:利用具有定位能力的探测器与KF之间的相互作用的跟踪系统

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摘要

In the present paper, we focus on the design of a Kalman-based algorithm to track a single target in range. The proposed approach exploits spillover of target energy between consecutive matched filter samples; to this end, at the $k$th scan, a GLRT-based detector is fed by the predicted target position (computed by the tracker using measurements up to the $(k-1)$th scan) and returns to the tracker an estimate of the current target position (measurement) obtained by taking into account target strength over consecutive samples. We assume that the target echo is known up to a complex deterministic parameter; moreover, we suppose that the target is embedded in white Gaussian noise with unknown power. The performance analysis is conducted in comparison to a more conventional Kalman-based tracker that interpolates consecutive samples to take advantage of the spillover. Remarkably, the proposed estimation scheme can provide accurate estimates of the target position within the cell under test.
机译:在本文中,我们专注于基于Kalman的算法来跟踪范围内的单个目标。所提出的方法利用了目标能量在连续匹配的滤波器样本之间的溢出。为此,在第k次扫描时,将基于GLRT的检测器馈入预测的目标位置(由跟踪器使用直到第(k-1)$次扫描的测量值进行计算),然后返回到跟踪器通过考虑连续样本的目标强度获得的当前目标位置(测量值)的估算值。我们假设目标回波是已知的,直到一个复杂的确定性参数为止。此外,我们假设目标被嵌入具有未知功率的高斯白噪声中。与更传统的基于Kalman的跟踪器进行性能分析相比,该跟踪器对连续样本进行插值以利用溢出效应。值得注意的是,提出的估计方案可以提供被测小区内目标位置的准确估计。

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