{"title":"Joint Mask R-CNN and Least Square Method for Antenna Parameters Measurement","authors":"Ying Xu, Qirui Ke, Wenbo Deng, Xi Wu, Yikui Zhai","doi":"10.1109/ICDSBA48748.2019.00094","DOIUrl":null,"url":null,"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.","PeriodicalId":382429,"journal":{"name":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 3rd International Conference on Data Science and Business Analytics (ICDSBA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICDSBA48748.2019.00094","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.