基于搜索空间限制的线性阵列方向图合成进化算法的比较研究

A. Ghosh, Tamal Das, Soumyo Chatterjee, S. Chatterjee
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引用次数: 3

摘要

本文对线性天线阵方向图合成中基于随机和受限搜索空间定义的种群优化方法进行了比较研究。考虑了降低旁瓣电平和窄波束宽度的合成问题。设计目标通过粒子群优化和差分进化方法定义随机受限搜索空间,进一步考虑激励幅值和均匀元间间距的优化。以12元和21元为例进行了数值模拟。通过统计分析和参数分析证明了约束在搜索空间上的有效性。通过与已有文献的比较,进一步证明了约束搜索粒子群算法的优越性。
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Linear array pattern synthesis using restriction in search space for evolutionary algorithms: A comparative study
In this article, a comparative study between population based optimization methods with random and restricted search space definition applied in the pattern synthesis of linear antenna arrays is presented. Synthesis problem of reduced side lobe level and narrow beamwidth is considered. The design objective further considers the optimization of excitation amplitude and uniform inter element spacing using random and restricted search space definition by particle swarm optimization and differential evolution methods. As examples simulation of 12 and 21 elements have been considered. Effectiveness of the restriction in search space is proved through statistical and parametric analysis. Further comparison with published work has been carried out to prove the superiority of restricted search Particle Swarm Optimization.
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