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Autonomous UAV Exploration in Unknown Environments Using Octomap

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Autonomous exploration is an important method for obtaining the environment map. In this paper, we propose an autonomous unmanned aerial vehicles (UAVs) exploration method in unknown environments using octomap. Firstly, a frontier detection algorithm based on octomap is proposed to increase detection efficiency. Secondly, we propose a hybrid frontier clustering method combining DBSCAN and k-means for viewpoint generation. Thirdly, an asymmetric travelling salesman problem is formulated for exploration path planning. Finally, we evaluate our method in two types of scenes in the simulation environment. The simulation results show that our method can achieve autonomous exploration of 1000 m3 space within 412 s and build a fine map efficiently.

源语言英语
主期刊名Advances in Guidance, Navigation and Control - Proceedings of 2024 International Conference on Guidance, Navigation and Control Volume 4
编辑Liang Yan, Haibin Duan, Yimin Deng
出版商Springer Science and Business Media Deutschland GmbH
357-365
页数9
ISBN(印刷版)9789819622115
DOI
出版状态已出版 - 2025
活动International Conference on Guidance, Navigation and Control, ICGNC 2024 - Changsha, 中国
期限: 9 8月 202411 8月 2024

丛书

姓名Lecture Notes in Electrical Engineering
1340 LNEE
ISSN(印刷版)1876-1100
ISSN(电子版)1876-1119

会议

会议International Conference on Guidance, Navigation and Control, ICGNC 2024
国家/地区中国
Changsha
时期9/08/2411/08/24

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