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
  • [21] MVINS: A Magnetism&vision Aided Inertial Navigation System for Autonomous Underwater Vehicles
    Zhang, Bingbing
    Liu, Shuo
    Ji, Daxiong
    Wang, Tao
    Zhou, Shanmin
    Wang, Zhengfei
    Qi, Xiaokang
    Xu, Wen
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2025, 10 (03): : 2239 - 2246
  • [22] Vision-aided inertial navigation for pin-point landing using observations of mapped landmarks
    Trawny, Nikolas
    Mourikis, Anastasios I.
    Roumeliotis, Stergios I.
    Johnson, Andrew E.
    Montgomery, James F.
    JOURNAL OF FIELD ROBOTICS, 2007, 24 (05) : 357 - 378
  • [23] Cooperative Vision-aided Inertial Navigation Using Overlapping Views
    Melnyk, Igor V.
    Hesch, Joel A.
    Roumeliotis, Stergios I.
    2012 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2012, : 936 - 943
  • [24] Aided Inertial Navigation of Small Unmanned Aerial Vehicles Using an Ultra-Wideband Real Time Localization System
    Cisek, Krzysztof
    Gryte, Kristoffer
    Bryne, Torleiv H.
    Johansen, Tor A.
    2018 IEEE AEROSPACE CONFERENCE, 2018,
  • [25] Estimator Initialization in Vision-aided Inertial Navigation with Unknown Camera-IMU Calibration
    Dong-Si, Tue-Cuong
    Mourikis, Anastasios I.
    2012 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2012, : 1064 - 1071
  • [26] A Single Source-Aided Inertial Integrated Navigation Scheme for Passive Navigation of Autonomous Underwater Vehicles
    Zhang, Liang
    Zhang, Tao
    Wei, Hongyu
    IEEE SENSORS JOURNAL, 2024, 24 (07) : 11237 - 11245
  • [27] Attitude Determination of Multirotor Aerial Vehicles Using Camera Vector Measurements
    Santos, Davi A.
    Goncalves, Pedro F. S. M.
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2017, 86 (01) : 139 - 149
  • [28] Attitude Determination of Multirotor Aerial Vehicles Using Camera Vector Measurements
    Davi A. Santos
    Pedro F. S. M. Gonçalves
    Journal of Intelligent & Robotic Systems, 2017, 86 : 139 - 149
  • [29] Vision aided inertial navigation with measurement delay for fixed-wing unmanned aerial vehicle landing
    Joo, Sungmoon
    Ippolito, Corey
    Al-Ali, Khalid
    Yeh, Yoo-Hsiu
    2008 IEEE AEROSPACE CONFERENCE, VOLS 1-9, 2008, : 3152 - +
  • [30] Vision-aided Inertial Navigation Using Three-View Geometry
    Wang, Sen
    Chen, Ling
    Gu, Dongbing
    Hu, Huosheng
    2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2014, : 946 - 951