Feature-Based Angle-Only Measurement to Radar Track Association

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-02-13 DOI:10.1109/TAES.2025.3540829
Joel Goodman;Kevin S. Lorenz;Kevin Wagner;Codie Lewis
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Abstract

Angle-only tracking of airborne targets is challenging due to the ambiguity caused by the absence of a measure for range. If a colocated radar and angle-only sensor work collaboratively, it is possible to associate measurements and tracks using not only kinematics, but also radio frequency (RF) derived features. Combining kinematic distances and RF features in a probabilistic framework enables the stitching together of disparate measures in a coherent manner. In this article, we quantitatively formulate a probabilistic RF feature-based kinematic association technique which improves performance over kinematic association alone. We demonstrate a significant increase in accuracy using this RF feature-based kinematic association technique in challenging radar tracking scenarios with closely spaced targets.
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基于特征的角度测量与雷达航迹关联
由于缺乏距离测量导致的模糊性,对空中目标的角度跟踪具有挑战性。如果雷达和角度传感器协同工作,则不仅可以使用运动学,还可以使用射频(RF)衍生特征来关联测量和轨迹。在概率框架中结合运动距离和射频特征,可以以一致的方式将不同的测量拼接在一起。在本文中,我们定量地制定了一种基于概率射频特征的运动学关联技术,它比单独的运动学关联提高了性能。我们证明,在具有挑战性的雷达跟踪场景中,使用这种基于射频特征的运动学关联技术可以显著提高精度。
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来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
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