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
  • [41] Real-time Collision Avoidance and Path Optimizer for Semi-autonomous UAVs
    Hawary, A. F.
    Razak, N. A.
    INTERNATIONAL CONFERENCE ON AEROSPACE AND MECHANICAL ENGINEERING (AEROMECH17), 2018, 370
  • [42] Real-time Implementation and Validation of a New Hierarchical Path Planning Scheme of UAVs via Hardware-in-the-Loop Simulation
    Jung, Dongwon
    Ratti, Jayant
    Tsiotras, Panagiotis
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2009, 54 (1-3) : 163 - 181
  • [43] Real-time Implementation and Validation of a New Hierarchical Path Planning Scheme of UAVs via Hardware-in-the-Loop Simulation
    Dongwon Jung
    Jayant Ratti
    Panagiotis Tsiotras
    Journal of Intelligent and Robotic Systems, 2009, 54 : 163 - 181
  • [44] Time-Optimal Path Planning: Real-Time Sea Exercises
    Subramani, Deepak N.
    Lermusiaux, Pierre F. J.
    Haley, Patrick J., Jr.
    Mirabito, Chris
    Jana, Sudip
    Kulkarni, Chinmay S.
    Girard, Andrew
    Wickman, Diana
    Edwards, Joe
    Smith, Josh
    OCEANS 2017 - ABERDEEN, 2017,
  • [45] A Real-Time System for Detection and Avoidance of Dynamic Obstacles for Micro UAVs
    Molchanov, Andrii
    Kortunov, Vyacheslav
    Mozolyuk, Stas
    2016 4TH INTERNATIONAL CONFERENCE ON METHODS AND SYSTEMS OF NAVIGATION AND MOTION CONTROL (MSNMC), 2016, : 55 - 58
  • [46] Semantic Real-Time Mapping with UAVs
    Fanta-Jende, Phillipp
    Steininger, Daniel
    Kern, Alexander
    Widhalm, Verena
    Baca, Javier Apud G.
    Hofstaetter, Markus
    Simon, Julia
    Bruckmueller, Felix
    Sulzbachner, Christoph
    PFG-JOURNAL OF PHOTOGRAMMETRY REMOTE SENSING AND GEOINFORMATION SCIENCE, 2023, 91 (03): : 157 - 170
  • [47] Semantic Real-Time Mapping with UAVs
    Phillipp Fanta-Jende
    Daniel Steininger
    Alexander Kern
    Verena Widhalm
    Javier G. Apud Baca
    Markus Hofstätter
    Julia Simon
    Felix Bruckmüller
    Christoph Sulzbachner
    PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, 2023, 91 : 157 - 170
  • [48] Real-time Fault Detection on Small Fixed-Wing UAVs using Machine Learning
    Bronz, Murat
    Baskaya, Elgiz
    Delahaye, Daniel
    Puechmorel, Stephane
    2020 AIAA/IEEE 39TH DIGITAL AVIONICS SYSTEMS CONFERENCE (DASC) PROCEEDINGS, 2020,
  • [49] Real-Time Path Planning using a Simulation-Based Markov Decision Process
    Naveed, M.
    Crampton, A.
    Kitchin, D.
    McCluskey, T. L.
    RESEARCH AND DEVELOPMENT IN INTELLIGENT SYSTEMS XXVIII: INCORPORATING APPLICATIONS AND INNOVATIONS IN INTELLIGENT SYSTEMS XIX, 2011, : 35 - 48
  • [50] Real-time path planning in dynamic virtual environments using multiagent navigation graphs
    Sud, Avneesh
    Andersen, Erik
    Curtis, Sean
    Lin, Ming C.
    Manocha, Dinesh
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2008, 14 (03) : 526 - 538