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Correction of Faulty Sensors in Phased Array Radars Using Symmetrical Sensor Failure Technique and Cultural Algorithm with Differential Evolution

机译:基于对称传感器故障技术和差分演化文化算法的相控阵雷达故障传感器校正

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摘要

Three issues regarding sensor failure at any position in the antenna array are discussed. We assume that sensor position is known. The issues include raise in sidelobe levels, displacement of nulls from their original positions, and diminishing of null depth. The required null depth is achieved by making the weight of symmetrical complement sensor passive. A hybrid method based on memetic computing algorithm is proposed. The hybrid method combines the cultural algorithm with differential evolution (CADE) which is used for the reduction of sidelobe levels and placement of nulls at their original positions. Fitness function is used to minimize the error between the desired and estimated beam patterns along with null constraints. Simulation results for various scenarios have been given to exhibit the validity and performance of the proposed algorithm.
机译:讨论了有关天线阵列中任何位置的传感器故障的三个问题。我们假设传感器位置已知。问题包括旁瓣水平升高,零位距其原始位置的位移以及零位深度的减小。通过使对称互补传感器的重量成为无源,可以达到所需的零位深度。提出了一种基于模因计算算法的混合方法。混合方法将文化算法与差分进化算法(CADE)结合在一起,该算法用于降低旁瓣电平并将空值放置在其原始位置。适应度函数用于最小化所需波束模式和估计波束模式之间的误差以及空约束。给出了各种场景的仿真结果,以展示所提出算法的有效性和性能。

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