Abstract
This paper addresses the problem of cooperative localization in a group of unmanned aerial vehicles (UAV) in a bounded error context. The UAVs are equipped with cameras to tracks landmarks, and a communication and ranging system to cooperate with their neighbours. Measurements are represented by intervals, and constraints are expressed on the robots poses (positions and orientations). Each robot first computes a pose domain using only its sensors measurements, by using set inversion via interval analysis (Moore in Interval analysis. Prentice Hall, 1966 [1]). Then, through position boxes exchange, positions are cooperatively refined by constraint propagation in the group. Results are presented with real robot data, and show position accuracy improvement thanks to cooperation.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Moore, R.E.: Interval Analysis. Prentice Hall (1966)
Roumeliotis, S., Bekey, G., et al.: Distributed multirobot localization. IEEE Trans. Robot. Autom. 18(5), 781–795 (2002)
Marchand, E., Uchiyama, H., Spindler, F.: Pose estimation for augmented reality: a hands-on survey. IEEE Trans Vis. Comput. Graph. 22(12), 2633–2651 (2016)
Tsai, R.: A versatile camera calibration technique for high-accuracy 3D machine vision metrology using off-the-shelf tv cameras and lenses. IEEE J. Robot. Autom. 3(4), 323–344 (1987)
Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision, 2nd edn. Cambridge University Press (2004)
Chabert, G., Jaulin, L.: Contractor programming. Artif. Intell. 173(11), 1079–1100 (2009)
Jaulin, J., Walter, E.: Set inversion via interval analysis for nonlinear bounded-error estimation. Automatica 29(4), 1053–1064 (1993)
Kenmogne, I.F., Drevelle, V., Marchand, E.: Image-based UAV localization using interval methods. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, Sept 2017, pp. 5285–5291
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Switzerland AG
About this chapter
Cite this chapter
Kenmogne, IF., Drevelle, V., Marchand, E. (2020). Using Constraint Propagation for Cooperative UAV Localization from Vision and Ranging. In: Ceberio, M., Kreinovich, V. (eds) Decision Making under Constraints. Studies in Systems, Decision and Control, vol 276. Springer, Cham. https://doi.org/10.1007/978-3-030-40814-5_16
Download citation
DOI: https://doi.org/10.1007/978-3-030-40814-5_16
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-40813-8
Online ISBN: 978-3-030-40814-5
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)