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Study on Optimize Efficiency of Particle Swarm Optimization for the Synthesis of Subarrayed Arrays

机译:子群优化算法的粒子群优化效率研究

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Antenna arrays have received significant attention of the researchers, since they find a wide-range of application in microwave technology such as communication and radar. In the past years, there has been a great interest in the design of antenna arrays using optimization algorithms, particularly derivative-free, evolutionary algorithms such as ant colony algorithm, particle swarm optimization (PSO), and genetic algorithms. However, the optimization efficiency of large antenna arrays and two-dimension antenna arrays is low. In this paper, subarrayed array antennas with the definition of the elements clustering into spatially contiguous subarrays and the corresponding weights to obtain the same sidelobe level pattern with the unsubarrayed antenna array are optimized via the modern heuristic particle swarm optimization technique. The problem is discussed through comparing the efficiency of PSO in the subarrayed array antennas with that in unsubarrayed antenna array. A set of representative results concerned with difference subarray element numbers and amplitude distributions are shown to compare the performance of PSO. Also, the PSO method for subarrayed array can be extended to two-dimension antenna arrays.
机译:天线阵列在微波技术(如通信和雷达)中发现了广泛的应用,因此受到了研究人员的极大关注。在过去的几年中,人们对使用优化算法,尤其是无导数的进化算法(例如蚁群算法,粒子群优化(PSO)和遗传算法)的天线阵列设计产生了极大的兴趣。但是,大型天线阵列和二维天线阵列的优化效率较低。本文通过现代启发式粒子群优化技术,优化了将元素定义聚类为空间连续的子阵列的子阵列天线,并获得了与未子阵列天线阵列相同的旁瓣电平方向图的权重。通过比较子阵列天线中的PSO效率和未子阵列天线阵列中的PSO效率,讨论了该问题。显示了一组与差异子阵列元素数量和幅度分布有关的代表性结果,以比较PSO的性能。而且,用于子阵列的PSO方法可以扩展到二维天线阵列。

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