Deep-reinforcement-learning-based intelligent routing strategy for FANETs

D Lin, T Peng, P Zuo, W Wang - Symmetry, 2022 - mdpi.com
Flying ad hoc networks (FANETs), which are composed of autonomous flying vehicles,
constitute an important supplement to satellite networks and terrestrial networks, and they …

An intelligent cluster-based routing scheme in 5G flying ad hoc networks

MF Khan, KLA Yau, MH Ling, MA Imran, YW Chong - Applied Sciences, 2022 - mdpi.com
Flying ad hoc network (FANET) is an application of 5G access network, which consists of
unmanned aerial vehicles or flying nodes with scarce resources and high mobility rates. This …

Q-FANET: Improved Q-learning based routing protocol for FANETs

LALF da Costa, R Kunst, EP de Freitas - Computer Networks, 2021 - Elsevier
Abstract Flying Ad-Hoc Networks (FANETs) introduce ad-hoc networking into the context of
flying nodes, allowing real-time communication between these nodes and ground control …

A Q-Learning-Based Topology-Aware Routing Protocol for Flying Ad Hoc Networks

MY Arafat, S Moh - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Flying ad hoc networks (FANETs) have emanated over the last few years for numerous civil
and military applications. Owing to underlying attributes, such as a dynamic topology, node …

Survey on Q-learning-based position-aware routing protocols in flying ad hoc networks

MM Alam, S Moh - Electronics, 2022 - mdpi.com
A flying ad hoc network (FANETs), also known as a swarm of unmanned aerial vehicles
(UAVs), can be deployed in a wide range of applications including surveillance, monitoring …

Reinforcement learning-based routing protocols in flying ad hoc networks (FANET): A review

J Lansky, S Ali, AM Rahmani, MS Yousefpoor… - Mathematics, 2022 - mdpi.com
In recent years, flying ad hoc networks have attracted the attention of many researchers in
industry and universities due to easy deployment, proper operational costs, and diverse …

A fuzzy logic reinforcement learning-based routing algorithm for flying ad hoc networks

C He, S Liu, S Han - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
With the development of technology, unmanned aerial vehicles (UAV) are getting closer to
peoples life. Multiple UAV nodes form the Flying Ad Hoc Network (FANET). Due to the high …

[HTML][HTML] A novel Q-learning-based routing scheme using an intelligent filtering algorithm for flying ad hoc networks (FANETs)

M Hosseinzadeh, S Ali, L Ionescu-Feleaga… - Journal of King Saud …, 2023 - Elsevier
The flying ad hoc network (FANET) is an emerging network focused on unmanned aerial
vehicles (UAVs) that has attracted the attention of researchers around the world. Due to the …

[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 …

QEHLR: A Q-Learning Empowered Highly Dynamic and Latency-Aware Routing Algorithm for Flying Ad-Hoc Networks

Q Xue, Y Yang, J Yang, X Tan, J Sun, G Li, Y Chen - Drones, 2023 - mdpi.com
With the growing utilization of intelligent unmanned aerial vehicle (UAV) clusters in both
military and civilian domains, the routing protocol of flying ad-hoc networks (FANETs) has …