A comparative study of Modified Particle Swarm Optimization, Differential Evolution and Artificial Bees Colony optimization in synthesis of circular array

B. Basu, G. K. Mahanti
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引用次数: 14

Abstract

This paper describes a method of synthesis of uniform circular array with optimized spacing using three recent search heuristics: Modified Particle Swarm Optimization (MPSO), Differential Evolution (DE) and Artificial Bees Colony (ABC) algorithms. The objective of the work is to generate a pencil beam with minimum Side Lobe Level (SLL) and maximum possible Directivity for fixed half power beam width (HPBW). Excitation of individual array elements is computed using the algorithms. Dynamic Range Ratio (DRR) of current amplitude distribution does not exceed a prefixed threshold value. Phase of the individual excitation is fixed at zero degree. Simulation results show considerable enhancements in array performances using the global optimizers. The paper finally illustrates a comparative evaluation of the three proposed algorithms regarding their applicability as numerical optimization techniques.
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圆形阵列合成中改进粒子群优化、差分进化和人工蜂群优化的比较研究
本文介绍了一种利用改进粒子群算法(MPSO)、差分进化算法(DE)和人工蜂群算法(ABC)三种最新搜索启发式算法合成具有最优间距的均匀圆形阵列的方法。本文的目标是在固定的半功率波束宽度下产生具有最小旁瓣电平(SLL)和最大可能指向性的铅笔波束。利用该算法计算了单个阵列元素的激励。电流振幅分布的动态范围比(DRR)不超过预先设定的阈值。单个励磁的相位固定在零度。仿真结果表明,使用全局优化器可以显著提高数组性能。文章最后对这三种算法作为数值优化技术的适用性进行了比较评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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