GNSS World of China

Volume 45 Issue 3
Jun.  2020
Turn off MathJax
Article Contents
FENG Yi, TU Rui, HAN Junqiang, HOU Furong, HONG Ju, LIU Jinhai, WANG Xingxing. Stereo vision-aided GNSS navigation and positioning in harsh environments[J]. GNSS World of China, 2020, 45(3): 48-53. doi: DOI:10.13442/j.gnss.1008-9268.2020.03.010
Citation: FENG Yi, TU Rui, HAN Junqiang, HOU Furong, HONG Ju, LIU Jinhai, WANG Xingxing. Stereo vision-aided GNSS navigation and positioning in harsh environments[J]. GNSS World of China, 2020, 45(3): 48-53. doi: DOI:10.13442/j.gnss.1008-9268.2020.03.010

Stereo vision-aided GNSS navigation and positioning in harsh environments

doi: DOI:10.13442/j.gnss.1008-9268.2020.03.010
  • Publish Date: 2020-06-15
  • The visual odometer can provide short-term and precise navigation and positioning in complex environments. GNSS has the characteristics of all-weather. global and  no accumulate error over time. But under the multipath effect of harsh environments, GNSS positioning accuracy will be worse or even unusable. In order to study the visual odometer-aided GNSS navigation and positioning technology in complex environments, the navigation positioning principle of the visual odometer is introduced firstly; then the GNSS positioning results and the visual odometer positioning results are loosely combined in a Kalman filter; utilizing the visual odometer positioning results and the predicted visual odometer positioning errors to achieve GNSS navigation positioning in harsh environments. The simulation verification results based on the KITTI data set show that the designed combined scheme can continuously provide reliable navigation and positioning in harsh environments.

     

  • loading
  • [1]
    高周正. 多模GNSS PPP/INS组合系统算法与应用研究[D].武汉:武汉大学, 2016.
    [2]
    冯黎, 郭承军. 基于GNSS/SINS/双目视觉里程计的车载导航系统分析与设计[J]. 汽车技术, 2019, (10):37-41.
    [3]
    张奕然, 郭承军, 牛瑞朝. 智能车双目视觉辅助GNSS定位方法研究[J]. 计算机工程与应用, 2016, 52(17): 192-197.
    [4]
    DUSHA D, MEJIAS L. Error analysis and attitude observability of a monocular GPS/visual odometry integrated navigation filter [J]. International journal of robotics research, 2012, 31(6): 714-737.DOI: 10.1177/0278364911433777.
    [5]
    SCHLEICHER D, BERGASA L M, OCANA M, et al. Real-Time hierarchical outdoor SLAM based on stereovision and GPS fusion [J].IEEE transactions on intelligent transportation systems, 2009, 10(3): 440-452.DOI: 10.1109/TITS.2009.2026317.
    [6]
    AUMAYER B M, PETOVELLO M G, LACHAPE-LLE C. Stereo-vision aided GNSS for automotive navigation in challenging environments[C]//Proceedings of the 26th international technical meeting of the satellite division of the institute of navigation, 2013.
    [7]
    FORSTER C, PIZZOLI M, SCARAMUZZA D. SVO: fast semi-direct monocular visual odometry[C]//2014 IEEE International Conference on Robotics and Automation (ICRA), 2014.DOI: 10.1109/ICRA.2014.6906584.
    [8]
    ENGEL J, SCHOEPS T, CREMERS D. LSD-SLAM: large-scale direct monocular SLAM[C]// European Conference on Computer VisionECCV,2014:834-849.DOI: 10.1007/978-3-319-10605-2-54.
    [9]
    KLEIN G, MURRAY D. Parallel tracking and mapping for small AR workspaces[C]//2007 6th IEEE and ACM International Symposium on Mixed and Augmented Reality(ISMAR),Nara,Japan,2007:1-10.DOI: 10.1109/ISMAR.2007.4538852.
    [10]
    MUR ARTAL R,TARDOR J D. ORBSLAM2: an open-source SLAM system for monocular, stereo, and RGB-D cameras[J]. IEEE transactions on robotics, 2017,33(5):12551262.DOI: 10.1109/TRO.2017.2705103.
    [11]
    GEIGER A, LENZ P, STILLER C, et al. Vision meets robotics: the KITTI dataset [J]. The international journal of robotics research,2013, 32(11): 1231-1237. DOI: 10.1177/0278364913491297.
    [12]
    RUBLEE E, RABAUD V, KONOLIGE K, et al. ORB: an efficient alternative to SIFT or SURF[C]//2011 International Conference on Computer Vision,2011.DOI: 10.1109/ICCV.2011.6126544.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (321) PDF downloads(69) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return