基于激光雷达的多旋翼无人机车辆识别方法与车速测量方法研究

Yawei Hou, Zhenling Zhang, Chao Wang, Shouhu Cheng, Demao Ye
{"title":"基于激光雷达的多旋翼无人机车辆识别方法与车速测量方法研究","authors":"Yawei Hou, Zhenling Zhang, Chao Wang, Shouhu Cheng, Demao Ye","doi":"10.1109/AEMCSE50948.2020.00089","DOIUrl":null,"url":null,"abstract":"At present, vehicle identification and speed measurement are mainly based on fixed measurement platform, which is difficult to meet the needs of emergency sites. In this paper, a multirotor unmanned aerial vehicle (UAV) is equipped with lidar as the measurement platform, and the method of vehicle identification and vehicle speed measurement based on lidar data is studied. Based on the existing vehicle types, a method of vehicle classification based on the characteristics of lidar data is proposed. Then, the characteristic parameters for vehicle identification and the calculation methods are given. Finally, the recognition of vehicle types is realized. On this basis, by studying the relationship between the height, width and length of the existing vehicles, a method of vehicle speed measurement based on lidar data is proposed. Flight test results show that the accuracy of vehicle identification is higher, and the error of vehicle speed measurement meets the national standard of speed meter.","PeriodicalId":246841,"journal":{"name":"2020 3rd International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE)","volume":"71 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Research on Vehicle Identification Method and Vehicle Speed Measurement Method Based on Multi-rotor UAV Equipped with Lidar\",\"authors\":\"Yawei Hou, Zhenling Zhang, Chao Wang, Shouhu Cheng, Demao Ye\",\"doi\":\"10.1109/AEMCSE50948.2020.00089\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"At present, vehicle identification and speed measurement are mainly based on fixed measurement platform, which is difficult to meet the needs of emergency sites. In this paper, a multirotor unmanned aerial vehicle (UAV) is equipped with lidar as the measurement platform, and the method of vehicle identification and vehicle speed measurement based on lidar data is studied. Based on the existing vehicle types, a method of vehicle classification based on the characteristics of lidar data is proposed. Then, the characteristic parameters for vehicle identification and the calculation methods are given. Finally, the recognition of vehicle types is realized. On this basis, by studying the relationship between the height, width and length of the existing vehicles, a method of vehicle speed measurement based on lidar data is proposed. Flight test results show that the accuracy of vehicle identification is higher, and the error of vehicle speed measurement meets the national standard of speed meter.\",\"PeriodicalId\":246841,\"journal\":{\"name\":\"2020 3rd International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE)\",\"volume\":\"71 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 3rd International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/AEMCSE50948.2020.00089\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 3rd International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AEMCSE50948.2020.00089","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

目前,车辆识别和速度测量主要基于固定的测量平台,难以满足应急现场的需求。本文以激光雷达为测量平台的多旋翼无人机(UAV)为研究对象,研究了基于激光雷达数据的飞行器识别和飞行器速度测量方法。在现有车辆类型的基础上,提出了一种基于激光雷达数据特征的车辆分类方法。然后给出了车辆识别的特征参数及其计算方法。最后,实现了车辆类型的识别。在此基础上,通过研究现有车辆的高度、宽度和长度之间的关系,提出了一种基于激光雷达数据的车速测量方法。飞行试验结果表明,该方法的车辆识别精度较高,测速误差符合国家测速仪标准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on Vehicle Identification Method and Vehicle Speed Measurement Method Based on Multi-rotor UAV Equipped with Lidar
At present, vehicle identification and speed measurement are mainly based on fixed measurement platform, which is difficult to meet the needs of emergency sites. In this paper, a multirotor unmanned aerial vehicle (UAV) is equipped with lidar as the measurement platform, and the method of vehicle identification and vehicle speed measurement based on lidar data is studied. Based on the existing vehicle types, a method of vehicle classification based on the characteristics of lidar data is proposed. Then, the characteristic parameters for vehicle identification and the calculation methods are given. Finally, the recognition of vehicle types is realized. On this basis, by studying the relationship between the height, width and length of the existing vehicles, a method of vehicle speed measurement based on lidar data is proposed. Flight test results show that the accuracy of vehicle identification is higher, and the error of vehicle speed measurement meets the national standard of speed meter.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信