基于改进小龙虾算法的相控阵雷达过顶跟踪弹道设计

    Design of Zenith Pass Tracking Trajectory of Phased Array Radar Based on Improved Crayfish Optimization Algorithm

    • 摘要: 分析了机扫加电扫相控阵雷达在目标过顶时无法连续跟踪的原因:当雷达机械轴方位角滞后目标大于90°时,跟踪仰角会超过90°,造成方位角误差方向错误,导致丢失目标。针对具有理论弹道的目标过顶问题,提出了一种“笨鸟先飞”的过顶跟踪方法,即设计过顶跟踪弹道,使机械轴提前加速,用电轴偏移跟踪目标。分析了过顶跟踪弹道设计的约束条件,建立了优化模型,用改进小龙虾算法求解。针对小龙虾优化算法易陷入局部最优、寻优精度不够等问题,提出3项改进措施:采用佳点集初始化方法,增强了种群多样性;采用洞穴群避暑策略,防止陷入局部最优;采用自适应摄食量策略,提高寻优精度。通过与5种优化算法对比检验,改进小龙虾优化算法在收敛精度和算法稳定性方面均更优。该方法已多次应用在目标过顶任务中,展示了其中一次任务的跟踪效果,证明了该方法的可行性。

       

      Abstract: The reason why the phased array radar with mechanical scanning and electronic scanning cannot track continuously when the target passes zenith is analyzed: when the azimuth angle of the mechanical axis lags the target by more than 90°, the tracking elevation angle will exceed 90°, which will cause the azimuth error to be incorrect and lead to the loss of the target. A tracking strategy called "clumsy birds fly first" is proposed for targets with theoretical trajectory, that is, design a zenith pass tracking trajectory to accelerate the mechanical axis in advance and offset the electrical axis to track the target. The constraints of the trajectory design are analyzed, a mathematical model is established and solved by the improved crayfish algorithm. Aiming at the problems that the crayfish optimization algorithm is easy to fall into local optimum and the optimization accuracy is not enough, three improved measures are proposed: the good point set initialization method is used to enhance the population diversity; the summer resort strategy of cave group is used to prevent falling into local optimum; the adaptive food intake strategy is used to improve the optimization accuracy. By comparing with other five optimization algorithms, the improved crayfish optimization algorithm is better in terms of convergence accuracy and algorithm stability. This method has been applied to the zenith pass tracking task many times, and the tracking effect of one task is shown, which proves the feasibility of this method.
       

       

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