Hedge transfer learning routing for dynamic searching and reconnoitering applications in 3D multimedia FANETs

HG Zhang, XS Lv, YA Liu, XY Zou - Multimedia Tools and Applications, 2024 - Springer
With the fast development of unmanned aerial vehicles (UAVs) and the user increasing
demand of UAV video transmission, UAV video service is widely used in dynamic searching …

Deep Neural Network Routing with Dynamic Space Division for 3D UAV FANETs

HG Zhang, T Wang, TT Liu, QS Zhang… - Wireless Personal …, 2022 - Springer
With unmanned aerial vehicles (UAVs) being widely used, the rapidly changing network
topology and vertical height changes of UAVs have been bottlenecks for many wild …

Adaptive 3D routing protocol for flying ad hoc networks based on prediction-driven Q-learning

M Zhang, C Dong, S Feng, X Guan… - China …, 2022 - ieeexplore.ieee.org
The routing protocols are paramount to guarantee the Quality of Service (QoS) for Flying Ad
Hoc Networks (FANETs). However, they still face several challenges owing to high mobility …

Learning-based dynamic connectivity maintenance for UAV-assisted D2D multicast communication

J Wang, Y Sun, B Wang, S Qian, Z Tian… - China …, 2023 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) enable flexible networking functions in emergency
scenarios. However, due to the movement characteristic of ground users (GUs), it is …

A reliability-aware adaptive greedy-multicast routing protocol for 3D highly dynamic networks

S Wang, W Li, P Zhao, Y Fu, C Li - 2020 IEEE 91st Vehicular …, 2020 - ieeexplore.ieee.org
Three-dimensional (3D) highly dynamic unmanned aerial vehicle networks (UAVNets) could
serve as a pivotal intermediate architecture in air and space integration networks. For …

[HTML][HTML] PARouting: prediction-supported adaptive routing protocol for FANETs with deep reinforcement learning

C Liu, Y Wang, Q Wang - International Journal of Intelligent Networks, 2023 - Elsevier
Abstract Flying Ad-hoc Networks (FANETs) are becoming increasingly popular for various
applications. Effective routing protocols for FANETs are essential yet challenging due to the …

Predictable Track-based Routing in Flying Ad hoc Networks

Z Kai, Z Baokang, Q Xin - 2023 IEEE 10th International …, 2023 - ieeexplore.ieee.org
Flying Ad-hoc network (FANETs), a new kind of mobile AD hoc network, uses the aircraft as
the air wireless communication node to construct a network and achieve effective …

Maintaining links in the highly dynamic fanet using deep reinforcement learning

X Qiu, Y Yang, L Xu, J Yin, Z Liao - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Routing protocols do not respond quickly to environmental changes due to the high mobility
of nodes in the Flying Ad Hoc Network (FANET), to obtain reliable transmission links. This …

A transfer learning approach for UAV path design with connectivity outage constraint

G Fontanesi, A Zhu, M Arvaneh… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
The connectivity-aware path design is crucial in the effective deployment of autonomous
unmanned aerial vehicles (UAVs). Recently, reinforcement learning (RL) algorithms have …

Reinforcement Learning based Energy-Efficient Fast Routing for FANETs

J Li, L Xiao, X Qi, Z Lv, Q Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Reinforcement learning (RL) based flying ad-hoc network (FANET) routing enables
unmanned aerial vehicles (UAVs) to choose the next-hop to increase the packet delivery …