B Li, Y Wu - IEEE access, 2020 - ieeexplore.ieee.org
In this paper, we focus on the study of UAV ground target tracking under obstacle environments using deep reinforcement learning, and an improved deep deterministic policy …
Past few years have witnessed the widespread adoption of unmanned aerial vehicles (UAVs) in target tracking for regional monitor and strike. Most existing target tracking …
J Wang, P Zhang, Y Wang - Applied Soft Computing, 2023 - Elsevier
In recent years, deep reinforcement learning (DRL) has developed rapidly and has been applied to multi-UAV target tracking (MTT) research. However, DRL still faces challenges in …
B Li, Z Gan, D Chen, D Sergey Aleksandrovich - Remote Sensing, 2020 - mdpi.com
This paper combines deep reinforcement learning (DRL) with meta-learning and proposes a novel approach, named meta twin delayed deep deterministic policy gradient (Meta-TD3), to …
H Zhang, P He, M Zhang, D Chen… - … Conference on Cyber …, 2022 - ieeexplore.ieee.org
This study proposes a UAV target tracking method using reinforcement learning algorithm combined with Gate Recurrent Unit (GRU) to promote UAV target tracking and visual …
Y Xia, J Du, Z Zhang, Z Wang, J Xu… - IEEE Journal of Selected …, 2024 - ieeexplore.ieee.org
Maintaining rapid and prolonged standoff target tracking for networked unmanned aerial vehicles (UAVs) is challenging, as existing methods fail to improve tracking performance …
In this article, we propose a novel deep reinforcement learning (DRL) approach for controlling multiple unmanned aerial vehicles (UAVs) with the ultimate purpose of tracking …
S Bhagat, PB Sujit - 2020 International conference on …, 2020 - ieeexplore.ieee.org
Persistent target tracking in urban environments using UAV is a difficult task due to the limited field of view, visibility obstruction from obstacles and uncertain target motion. The …
L Xu, T Wang, W Cai, C Sun - Applied Intelligence, 2023 - Springer
Nowadays, deep reinforcement learning (DRL) has made remarkable achievements in unmanned aerial vehicle (UAV) target following. However, current DRL-based solutions only …