Implicit observation model for vision aided inertial navigation of aerial vehicles using single camera vector observations

被引:23
|
作者
Sazdovski, Vasko [1 ]
Kitanov, Andrej [1 ]
Petrovic, Ivan [1 ]
机构
[1] Univ Zagreb, Ctr Res Excellence Adv Cooperat Syst ACROSS, Fac Elect Engn & Comp, Zagreb 41000, Croatia
关键词
Aerial vehicles; Autonomous navigation; Inertial navigation; Vision; Observation model; Extended Kalman filter;
D O I
10.1016/j.ast.2014.09.019
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Future smaller and maneuverable aerial vehicles have a need of high levels of autonomy and independence. This gives rise to the necessity for integrated navigation systems that supply reliable and accurate navigation parameters (position, velocity and attitude) in small and cost effective manner. In this paper we propose a new solution that provides aiding information to inertial navigation from pure vision means. Using single video camera and with no a priori knowledge of the environment we show that it is possible to constrain the inertial navigation position, velocity and attitude divergence while moving in vicinity of a map point. Novel observation model of implicit form is developed and used in the paper. It is shown that such an integrated navigation system has a need for further integration with the guidance and control measurements and the vehicle motion to achieve better navigation accuracy. (C) 2014 Elsevier Masson SAS. All rights reserved.
引用
收藏
页码:33 / 46
页数:14
相关论文
共 50 条
  • [1] Vision-Aided Inertial Navigation for Pose Estimation of Aerial Vehicles
    Saeedi, Sara
    Samadzadegan, Farhad
    El-Sheimy, Naser
    PROCEEDINGS OF THE 22ND INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS 2009), 2009, : 453 - 459
  • [2] A Novel Fusion Scheme for Vision Aided Inertial Navigation of Aerial Vehicles
    Xiao, Ming
    Pan, Liang
    Hu, Tianjiang
    Shen, Lincheng
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
  • [3] Direct Feature Correspondence in Vision-Aided Inertial Navigation for Unmanned Aerial Vehicles
    Valles, Federico Paredes
    Magree, Daniel P.
    Johnson, Eric N.
    2017 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS (ICUAS'17), 2017, : 221 - 229
  • [4] A Model Aided Inertial Navigation System for Automatic Landing of Unmanned Aerial Vehicles
    Mohammadkarimi, Hamed
    Nobahari, Hadi
    NAVIGATION-JOURNAL OF THE INSTITUTE OF NAVIGATION, 2018, 65 (02): : 183 - 204
  • [5] Simulation Study of Homography-Based Vision-Aided Inertial Navigation for Aerial Vehicles
    Lum, Kai-Yew
    Dong, Xiangxu
    Ang, Kevin Z. Y.
    Lin, F.
    11TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2014, : 1357 - 1362
  • [6] Low computational-complexity algorithms for vision-aided inertial navigation of micro aerial vehicles
    Troiani, Chiara
    Martinelli, Agostino
    Laugier, Christian
    Scaramuzza, Davide
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2015, 69 : 80 - 97
  • [7] Inertial navigation aided by monocular camera observations of unknown features
    George, Michael
    Sukkarieh, Salah
    PROCEEDINGS OF THE 2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-10, 2007, : 3558 - +
  • [8] Efficient and Consistent Vision-aided Inertial Navigation using Line Observations
    Kottas, Dimitrios G.
    Roumeliotis, Stergios I.
    2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2013, : 1540 - 1547
  • [9] Application of model aided inertial navigation for precise altimetry of Unmanned Aerial Vehicles in ground proximity
    Nobahari, Hadi
    Mohammadkarimi, Hamed
    AEROSPACE SCIENCE AND TECHNOLOGY, 2017, 69 : 650 - 658
  • [10] Model-aided inertial navigation for underwater vehicles
    Hegrenaes, Oyvind
    Berglund, Einar
    Hallingstad, Oddvar
    2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-9, 2008, : 1069 - +