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Investigation of fixed and variable mutation rate performances in real coded Genetic Algorithm for uniform circular antenna array pattern synthesis problem

机译:均圆形天线阵列综合问题实际编码遗传算法中固定变异突变率性能的研究

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摘要

The purpose of this paper is to find the desired pattern of uniform circular antenna array with uniformly spaced isotropic elements having identical excitation amplitudes. For this purpose, angular position of array elements simulated in binary codes and populations representing the circular array are created. Afterwards, the selection, crossover and mutation operators of the Genetic Algorithm are performed on these populations. Fixed mutation rate method, which is used in the conventional Genetic Algorithm, is compared with the variable mutation rate method. In conclusion, mutation rate decreasing along with the generations is found to outperform to the fixed mutation rate for this particular type of antenna array application.
机译:本文的目的是找到具有均匀间隔的各向同性元件的均匀圆形天线阵列的所需图案,具有相同的激发幅度。为此目的,创建在二进制代码中模拟的阵列元件的角度位置和表示圆形阵列的群体。然后,对这些群体进行遗传算法的选择,交叉和突变算子。与传统遗传算法使用的固定突变率法与可变突变率法进行比较。总之,发现突变率随着几代人的突变率越来越突出到这种特定类型的天线阵列应用的固定突变率。

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