Optimization design of skin antenna based on Bayesian optimization

Haitao Li, Jinzhu Zhou, L. Kang, Zhanbiao Yang, Mei Wang
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引用次数: 3

Abstract

Skin antenna consists of microstrip antennas, skin and honeycomb, and it is widely used in wireless applications of air, water and vehicles. Skin antenna is not only a load-bearing skin structure, but also a microwave antenna which can receive or send electromagnetic waves, and the skin and honeycomb were designed to bear the force. Thus the thickness of them has a large impact on the capacity of the bearing. In order to quickly determine the size of the antenna element and the thickness of skin and honeycomb, this paper presents a fast optimization method for the electromechanical co-design of skin antennas. First, the length and width of the antenna element are taken as the optimization variable, and the return loss is used as the optimization target when the antenna unit is optimized. Then the gain of the antenna array is used as the optimization target by optimizing the thickness of each layer of skin and honeycombs to realize the optimization design of skin antenna array. The return loss and the upper and lower boundary of the design variable range are taken as constraint conditions. The final size of the skin and the honeycomb is determined by using Bayesian surrogate model. Finally, the simulation results are compared with the measured results, and experiment results have revealed the feasibility and effectiveness of the optimization method for skin antenna design.
基于贝叶斯优化的蒙皮天线优化设计
蒙皮天线由微带天线、蒙皮天线和蜂窝天线组成,广泛应用于空气、水和车辆的无线应用中。蒙皮天线不仅是一种承重的蒙皮结构,而且是一种可以接收或发送电磁波的微波天线,蒙皮和蜂窝被设计为承受力。因此,它们的厚度对轴承的承载力有很大的影响。为了快速确定天线单元的尺寸以及蒙皮和蜂窝的厚度,提出了一种蒙皮天线机电协同设计的快速优化方法。首先,以天线单元的长度和宽度为优化变量,以天线单元优化时的回波损耗为优化目标;然后以天线阵列的增益为优化目标,通过优化各层蒙皮和蜂窝的厚度,实现蒙皮天线阵列的优化设计。以回波损耗和设计变量范围的上下边界为约束条件。采用贝叶斯替代模型确定皮肤和蜂窝的最终尺寸。最后,将仿真结果与实测结果进行了比较,实验结果表明了该优化方法用于蒙皮天线设计的可行性和有效性。
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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