Multi-agent reinforcement learning aided intelligent UAV swarm for target tracking

Z Xia, J Du, J Wang, C Jiang, Y Ren… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… To avoid UAVUAV and UAV-target collision, safe distance constraints are taken into account
in the reward function. • We propose an intelligent multi-UAV swarm based TT algorithm for …

Intelligent UAV swarm cooperation for multiple targets tracking

L Zhou, S Leng, Q Liu, Q Wang - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… architecture to systematically improve the UAV tracking performance. We design an
intelligent UAV swarm-based cooperative algorithm for consecutive target tracking and physical …

Multi-target tracking for unmanned aerial vehicle swarms using deep reinforcement learning

W Zhou, Z Liu, J Li, X Xu, L Shen - Neurocomputing, 2021 - Elsevier
… We have developed a UAV swarm tracking multi-target simulation platform. Our platform
is highly flexible, it can customize different environment sizes, entity types and numbers, …

Target tracking optimization of UAV swarms based on dual-pheromone clustering

MR Brust, M Zurad, L Hentges, L Gomes… - 2017 3rd IEEE …, 2017 - ieeexplore.ieee.org
… This section defines the system model for the UAV swarm model and the target behavior.
Both the UAV swarm as well as the target(s) move on a map 𝑀 with fixed boundaries. …

Multi-UAV cooperative target tracking based on swarm intelligence

Z Xia, J Du, C Jiang, J Wang, Y Ren… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
… -UAV target tracking algorithm for UAVs to make flight action decisions intelligently, according
to the past and current position information of target only… formation tracking for UAV swarm

[HTML][HTML] Improving multi-target cooperative tracking guidance for UAV swarms using multi-agent reinforcement learning

Z Wenhong, LI Jie, LIU Zhihong, S Lincheng - Chinese Journal of …, 2022 - Elsevier
Swarming is an emerging direction of multi-UAV research. There are relatively few works about
UAV swarms tracking multi-target, … perspective, multi-UAV tracking multi-target, which has …

Modelling and simulation of a new cooperative algorithm for UAV swarm coordination in mobile RF target tracking

Y Spyridis, T Lagkas, P Sarigiannidis… - … Modelling Practice and …, 2021 - Elsevier
… This paper introduces a tracking model in which multirotor UAVs, equipped with received …
organized in a swarm and cooperate to approximate and trail a moving target. The proposed …

Joint communication and action learning in multi-target tracking of UAV swarms with deep reinforcement learning

W Zhou, J Li, Q Zhang - Drones, 2022 - mdpi.com
… communication and action policies for UAV swarms. Firstly, the communication policy of a
… to the UAV’s observation center. Accordingly, the target tracking reward of UAV i to target k …

Adaptive exploration of a UAVs swarm for distributed targets detection and tracking

MGCA Cimino, L Massimiliano, M Monaco… - Proceedings of the 8th …, 2019 - arpi.unipi.it
… It represents the exploration at a different scale, which depends on the spatial and temporal
resolution needed to detect the target, and recreates at that scale obstacles and target

UAV coordination for autonomous target tracking

R Wise, R Rysdyk - … Guidance, Navigation, and Control Conference and …, 2006 - arc.aiaa.org
… Equation [14] swarms, or brings all of the UAVs toward the target by setting the commanded
heading rate to zero only if the vehicle heading is pointing along the tangent line to the …