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Ship-Borne Phased Array Radar Using GA Based Adaptive alpha-beta-gamma Filter for Beamforming Compensation and Air Target Tracking

机译:舰载相控阵雷达使用基于GA的自适应α-β-γ滤波器进行波束成形补偿和空目标跟踪

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摘要

Beam pointing error caused by ship motion over the ocean affects the tracking performance of the ship-borne phased array radar. Due to the dynamic nature of the sea environments, the ship-borne phased array radar must be able to compensate for the ship's motion adaptively. In this paper, the adaptive alpha-beta-gamma filter is proposed for the ship-borne phased array radar to compensate for the beam pointing error and to track the air target. The genetic algorithm (GA) and the particle swarm optimization (PSO) methods are applied to estimate the gain parameters of adaptive alpha-beta-gamma filters, while achieving the optimum objective of minimum root mean square error (RMSE). The roll and pitch data measured from a gyroscope of the sea vehicle and generated from ship motion mathematical model are used in the experiments. The tracking accuracy of adaptive alpha-beta-gamma filter using the GA method is compared with PSO method under different ship motion conditions. The convergent time and tracking accuracy of ship-borne phased array radar using the proposed GA based adaptive alpha-beta-gamma filter are also compared with the adaptive extended Kalman filter (AEKF). Finally, it is proved that the proposed GA based adaptive alpha-beta-gamma filter is a real time applicable algorithm for ship-borne phased array radar.
机译:由船舶在海洋上运动引起的波束指向误差会影响船用相控阵雷达的跟踪性能。由于海洋环境的动态特性,舰载相控阵雷达必须能够自适应地补偿舰船的运动。在本文中,针对舰载相控阵雷达,提出了一种自适应α-β-伽马滤波器,以补偿波束指向误差并跟踪空中目标。应用遗传算法(GA)和粒子群优化(PSO)方法估计自适应α-β-γ滤波器的增益参数,同时达到最小均方根误差(RMSE)的最佳目标。在实验中使用了从海上航行器的陀螺仪测量到的,从船舶运动数学模型生成的侧倾和俯仰数据。比较了在不同船舶运动条件下,采用遗传算法的自适应α-β-伽马滤波器的跟踪精度与PSO方法的精度。使用拟议的基于遗传算法的自适应α-β-伽马滤波器,还将舰载相控阵雷达的收敛时间和跟踪精度与自适应扩展卡尔曼滤波器(AEKF)进行了比较。最后,证明了所提出的基于遗传算法的自适应α-β-γ滤波器是一种适用于舰载相控阵雷达的实时算法。

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  • 来源
    《International journal of antennas and propagation》 |2015年第2期|563726.1-563726.16|共16页
  • 作者单位

    Yuan Ze Univ, Dept Commun Engn, Taoyuan 320, Taiwan|Yuan Ze Univ, Commun Res Ctr, Taoyuan 320, Taiwan;

    Yuan Ze Univ, Dept Commun Engn, Taoyuan 320, Taiwan;

    Yuan Ze Univ, Dept Commun Engn, Taoyuan 320, Taiwan;

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