Unmanned aerial vehicles; UAV; Swarm; Search & rescue; Area exploration; Chaotic ant colony optimization; Chaotic dynamics; Mobility Model; Rössler system; CACOC; Area coverage; Collison avoidance; CA; Model predictive control; MPC; Coverage metric; Collision avoidance metric
Résumé :
[en] The recent development of compact and economic small Unmanned Aerial Vehicles (UAVs) permits the development of new UAV swarm applications. In order to enhance the area coverage of such UAV swarms, a novel mobility model has been presented in previous work, combining an Ant Colony algorithm with chaotic dynamics (CACOC). This work is extending CACOC by a Collision Avoidance (CA) mechanism and testing its efficiency in terms of area coverage by the UAV swarm. For this purpose, CACOC is used to compute UAV target waypoints which are tracked by model predictively controlled UAVs. The UAVs are represented by realistic motion models within the virtual robot experimentation platform (V-Rep). This environment is used to evaluate the performance of the proposed CACOC with CA algorithm in an area exploration scenario with 3 UAVs. Finally, its performance is analyzed using metrics.
Centre de recherche :
Interdisciplinary Centre for Security, Reliability and Trust (SnT) > Automation & Robotics Research Group - Interdisciplinary Centre for Security, Reliability and Trust (SnT) > Other ULHPC - University of Luxembourg: High Performance Computing
Disciplines :
Sciences informatiques
Auteur, co-auteur :
DENTLER, Jan Eric ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
ROSALIE, Martin ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
DANOY, Grégoire ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Computer Science and Communications Research Unit (CSC)
BOUVRY, Pascal ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Computer Science and Communications Research Unit (CSC)
KANNAN, Somasundar ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
OLIVARES MENDEZ, Miguel Angel ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT)
VOOS, Holger ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Engineering Research Unit
Co-auteurs externes :
no
Langue du document :
Anglais
Titre :
Collision Avoidance Effects on the Mobility of a UAV Swarm Using Chaotic Ant Colony with Model Predictive Control
Date de publication/diffusion :
20 avril 2018
Titre du périodique :
Journal of Intelligent and Robotic Systems
ISSN :
0921-0296
eISSN :
1573-0409
Maison d'édition :
Springer Netherlands, Pays-Bas
Pagination :
1-17
Peer reviewed :
Peer reviewed vérifié par ORBi
Focus Area :
Computational Sciences Security, Reliability and Trust