Master data

Title: Information Merging in Multi-UAV Cooperative Search
Subtitle:
Abstract:

In this paper, we propose strategies for merging occupancy probabilities of target existence in multi-UAV cooperative search. The objective is to determine the impact of cooperation and type of information exchange on search time and detection errors. To this end, we assume that small-scale UAVs (e.g., quadrotors) with communication range limitations move in a given search region following pre-defined paths to locate a single stationary target. Local occupancy grids are used to represent target existence, to update its belief with local observations and to merge information from other UAVs. Our merging strategies perform Bayes updates of the occupancy probabilities while considering realistic limitations in sensing, communication and UAV movement—all of which are important for small-scale UAVs. Our simulation results show that information merging achieves a reduction in mission time from 27% to 70% as the number of UAVs grows from 2 to 5.

Keywords:
Publication type: Article in compilation (Authorship)
Publication date: 01.01.2014 (Print)
Published by: IEEE International Conference on Robotics & Automation (ICRA)
IEEE International Conference on Robotics & Automation (ICRA)
to publication
 ( IEEE; )
Title of the series: -
Volume number: -
First publication: Yes
Page: pp. 3122 - 3129

Versionen

Keine Version vorhanden
Publication date: 01.01.2014
ISBN: -
ISSN: -
Homepage: https://pervasive.aau.at/BR/pubs/2014/Khan_ICRA2014.pdf

Assignment

Organisation Address
Fakultät für Technische Wissenschaften
 
Institut für Vernetzte und Eingebettete Systeme
Universitätsstraße 65-67
9020 Klagenfurt am Wörthersee
Austria
  -993640
   kornelia.lienbacher@aau.at
https://nes.aau.at/
To organisation
Universitätsstraße 65-67
AT - 9020  Klagenfurt am Wörthersee

Categorisation

Subject areas
  • 1020 - Computer Sciences
  • 2020 - Electrical Engineering, Electronics, Information Engineering
Research Cluster
  • Self-organizing systems
Peer reviewed
  • Yes
Publication focus
  • Science to Science (Quality indicator: II)
Classification raster of the assigned organisational units:
working groups No working group selected

Cooperations

No partner organisations selected

Articles of the publication

No related publications