Real-time active detection of targets and path planning using UAVs

被引:4
|
作者
Chen, Fangping [1 ]
Lu, Yuheng
Li, Yunyi
Xie, Xiaodong [1 ]
机构
[1] Peking Univ, Sch Informat Sci & Technol, 5 Yiheyuan Rd, Beijing, Peoples R China
关键词
D O I
10.1109/ICRA48506.2021.9561365
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article proposes a new method that enables Unmanned Aerial Vehicles (UAVs) to actively find targets and shoot photographs of them in an unknown environment, while successfully avoiding surrounding obstacles and planning optimize routes. Owing to the limited computing ability on the UAVs, we obtained the point cloud data of surrounding objects, and selected the best segmentation method of the point cloud to perform real-time semantic segmentation on the collected point cloud data. The point cloud data with semantic attributes were merged into voxels. We reconstruct the real-time distance and angle between the surface of obstacles and the surrounding obstacles through Euclidean Signed Distance Fields (ESDFs), and adjust the gimbal angle and focal length of UAVs and use the two-dimensional image recognition to shoot the photographs of the target precisely. Considering the increasing scale of UAVs power inspections, we can improve the efficiency of fine inspections of power transmission lines by using the method we proposed.
引用
收藏
页码:391 / 397
页数:7
相关论文
共 50 条
  • [31] Real-time path planning for the robot in known environment
    Duchon, Frantisek
    Hubinsky, Peter
    Babinec, Andrej
    Fico, Tomas
    Hunday, Dominik
    2014 23RD INTERNATIONAL CONFERENCE ON ROBOTICS IN ALPE-ADRIA-DANUBE REGION (RAAD), 2014,
  • [32] Toward real-time path planning in changing environments
    Leven, P
    Hutchinson, S
    ALGORITHMIC AND COMPUTATIONAL ROBOTICS: NEW DIRECTIONS, 2001, : 363 - 376
  • [33] Real-time path planning for navigation in unknown environment
    Wan, TR
    Chen, H
    Earnshaw, R
    THEORY AND PRACTICE OF COMPUTER GRAPHICS, PROCEEDINGS, 2003, : 138 - 145
  • [34] A framework for real-time path planning in changing environments
    Leven, P
    Hutchinson, S
    INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2002, 21 (12): : 999 - 1030
  • [35] A Real-time Path Planning Method for Emergent Threats
    Ding Zejun
    Zhang Jian
    Li Chaoxu
    Liu Yukun
    2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 3014 - 3019
  • [36] Real-time randomized path planning for robot navigation
    Bruce, J
    Veloso, M
    2002 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-3, PROCEEDINGS, 2002, : 2383 - 2388
  • [37] Real-time path planning for high speed UGVs
    Gopal A.
    Wium E.
    International Journal of Intelligent Systems Technologies and Applications, 2019, 18 (06): : 623 - 639
  • [38] REAL-TIME VISUAL TRACKING FOR SURVEILLANCE AND PATH PLANNING
    CURWEN, R
    BLAKE, A
    ZISSERMAN, A
    LECTURE NOTES IN COMPUTER SCIENCE, 1992, 588 : 879 - 883
  • [39] Real-time randomized path planning for robot navigation
    Bruce, J
    Veloso, MM
    ROBOCUP 2002: ROBOT SOCCER WORLD CUP VI, 2003, 2752 : 288 - 295
  • [40] Real-time path planning strategies for real world application using Random Access Sequence
    Kwak, Jaehyuk
    Lim, Joonhong
    ADVANCES IN NATURAL COMPUTATION, PT 2, 2006, 4222 : 801 - 804