Joint Mask R-CNN and Least Square Method for Antenna Parameters Measurement

Ying Xu, Qirui Ke, Wenbo Deng, Xi Wu, Yikui Zhai
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引用次数: 0

Abstract

Traditional antenna measurement methods conducted with professional worker to climb towers tend to raise safety and inefficient concerns. This paper firstly proposes a novel antenna parameters measurement method using unmanned aerial vehicle (UAV) to solve the problem. Firstly, an antenna dataset, named UAV-Antenna, containing 10,715 images, is constructed by image capturing with the help of UAVs fly around various base stations. Secondly, UAV-Antenna is adopted to train an optimal instance segmentation model. Finally, least squares method is utilized for measuring antenna parameters. Experimental results show that the proposed method has a better performance than methods of measuring antenna parameters with practical hardware.
联合掩模R-CNN和最小二乘法测量天线参数
传统的天线测量方法是由专业人员爬塔进行的,往往会引起安全和效率低下的问题。本文首先提出了一种利用无人机进行天线参数测量的新方法。首先,利用无人机在各个基站周围飞行,通过图像采集,构建了包含10715幅图像的天线数据集,命名为无人机天线(UAV-Antenna);其次,采用无人机天线训练最优实例分割模型;最后,利用最小二乘法对天线参数进行测量。实验结果表明,该方法比用实际硬件测量天线参数的方法具有更好的性能。
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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