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A New Optimizing Method for Planar Arrays Pattern

机译:一种新的平面阵列模式优化方法

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Traditional particle swarm optimization (PSO) will be failed because of falling into local optimum solutions and converging too slowly when being used to optimize planar array pattern. So a new method is presented to improve the traditional PSO convergence by means of efficient estimation of the optimum particle's initial values. A desired pattern is first constructed, and then the corresponding aperture weights can be estimated by means of matrix operation. These weights then are assigned to a particle as initial values (this operation is equivalent to making an efficient estimation of the optimum particle's initial values), while the other particles are initialized randomly, then the traditional PSO algorithm is used to search for the global best solutions. The simulation results proved that this method could rapidly converge to satisfying global solutions and the desired aperture weights could be achieved. So this improved PSO method presented here is far better than the traditional PSO to solve the optimization problems of planar array pattern.
机译:传统的粒子群优化(PSO)将失败,因为当用于优化平面阵列图案时,落入局部最佳解决方案并会聚太慢。因此,提出了一种新方法,通过有效估计最佳粒子的初始值来提高传统的PSO收敛。首先构造所需的图案,然后可以通过矩阵操作估计相应的孔径重量。然后将这些权重分配给粒子作为初始值(该操作相当于使最佳粒子的初始值的有效估计),而其他粒子被随机初始化,则使用传统的PSO算法用于搜索全局最佳的解决方案。仿真结果证明,该方法可以迅速收敛到满足全球解决方案,并且可以实现所需的孔径重量。因此,此处提供的这种改进的PSO方法远远优于传统的PSO,以解决平面阵列模式的优化问题。

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