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Dynamic Programming based Track-Before-Detect Methods for Airborne Radar System

机译:基于动态规划的机载雷达探测前跟踪方法

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Benefited from the flexibility of the aircraft platform, airborne radar shows prominent advantages such as good visibility and excellent maneuverability. In military applications, it is of great significance for airborne radar to detect and track low signal-to-noise ratio (SNR) targets, while it is intractable to traditional methods. Dynamic programming based Track-Before-Detect (DP-TBD) approach can achieve superior performance for dim targets by jointly processing multiple frames of raw data, which relies on a finite and discrete state space. For DP-TBD in ground-based radar, the state space is demarcated by the boundary of scanning area and quantized according to the criterion of discrete measurements. However, the motion of aircraft causes the ego-motion of scanning area for airborne radar system. Consequently, the demarcation and discretization strategy of ground-based radar cannot be directly applied to airborne radar because the criteria of discretization do not match each other in different frames. In this paper, an intuitive solution is presented firstly, it demarcates the state space to merely cover all scanning areas and quantizes the space by the criterion of measurements adopted in the first frame. After a thorough analysis of the previous algorithm, another method is proposed, which creates a “mapped” state space changes with scanning area to make the ground-based strategy working on airborne radar. Simulation examples demonstrate the implementation processes of the algorithms. Comparison between two algorithms and advantage in detection is also illustrated.
机译:得益于飞机平台的灵活性,机载雷达具有显着的优势,例如良好的视野和出色的机动性。在军事应用中,机载雷达检测和跟踪低信噪比(SNR)目标具有重要意义,而传统方法则难以解决。通过动态处理基于先验后跟踪(DP-TBD)的方法,可以通过联合处理依赖有限和离散状态空间的多个原始数据帧,来实现昏暗目标的出色性能。对于地面雷达中的DP-TBD,状态空间由扫描区域的边界划定,并根据离散测量的标准进行量化。然而,飞机的运动导致机载雷达系统扫描区域的自我运动。因此,由于离散化的标准在不同的框架中彼此不匹配,因此地面雷达的划分和离散化策略不能直接应用于机载雷达。在本文中,首先提出了一种直观的解决方案,该方法将状态空间划分为仅覆盖所有扫描区域,并根据在第一帧中采用的测量标准对空间进行量化。在对先前算法进行彻底分析之后,提出了另一种方法,该方法创建随扫描区域变化的“映射”状态空间,以使基于地面的策略在机载雷达上起作用。仿真实例说明了算法的实现过程。还说明了两种算法之间的比较以及检测的优势。

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