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

被引:8
作者
Del Coco, Marco [1 ]
Orlando, Danilo [2 ]
Ricci, Giuseppe [1 ]
机构
[1] Univ Salento, Dipartimento Ingn Innovaz, I-73100 Lecce, LE, Italy
[2] ELETTRONICA SpA, I-00131 Rome, Italy
关键词
Generalized likelihood ratio test (GLRT); Kalman filter (KF); probabilistic data association filter (PDAF); TARGETS;
D O I
10.1109/TSP.2012.2210713
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
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 kth 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.
引用
收藏
页码:6031 / 6036
页数:6
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