Routing Algorithms Based on Reinforcement Learning for Unmanned Aerial Vehicle Swarm Networks

알람 - 2023 - oak.chosun.ac.kr
Muhammad Morshed Alam Advisor: Prof. Sangman Moh, Ph. D. Department of Computer
Engineering Graduate School of Chosun University In recent years, unmanned aerial …

Learning to routing in uav swarm network: A multi-agent reinforcement learning approach

Z Wang, H Yao, T Mai, Z Xiong, X Wu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The past few years have witnessed an exponential growth of compelling UAV swarm
applications ranging from agricultural production, and intelligent transport, to disaster …

Joint Trajectory Control, Frequency Allocation, and Routing for UAV Swarm Networks: A Multi-Agent Deep Reinforcement Learning Approach

MM Alam, S Moh - IEEE Transactions on Mobile Computing, 2024 - ieeexplore.ieee.org
Collaborative unmanned aerial vehicle (UAV) swarm networks can effectively execute
various emerging missions such as surveillance and communication coverage. However …

A data-driven packet routing algorithm for an unmanned aerial vehicle swarm: a multi-agent reinforcement learning approach

X Qiu, L Xu, P Wang, Y Yang… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Routing decisions made by unmanned aerial vehicle (UAV) swarms are affected by complex
and dynamically changing topologies. A centralized routing algorithm imposes the entire …

A Distributed and Adaptive Routing Protocol for UAV-aided Emergency Networks

J Tang, Z Zhou, W Feng… - 2023 IEEE 98th Vehicular …, 2023 - ieeexplore.ieee.org
Due to its strong flexibility, easy deployment, high maneuverability and extensive
connectivity, unmanned aerial vehicle (UAV) swarm has been widely used in the …

Optimized Routing Protocol Through Exploitation of Trajectory Knowledge for UAV Swarms

Z Zhou, J Tang, W Feng, N Zhao… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Due to its strong flexibility, easy deployment and extensive connectivity, unmanned aerial
vehicle (UAV) swarm has been widely used in emergency communication in recent years …

Skeleton-based swarm routing (SSR): Intelligent smooth routing for dynamic UAV networks

N Toorchi, F Hu, ES Bentley, S Kumar - IEEE Access, 2020 - ieeexplore.ieee.org
A swarm of unmanned aerial vehicles (UAVs) requires the transmission of mission-related
data across the network. The resource constraints and dynamic nature of the swarm bring …

[PDF][PDF] HEURISTIC INTELLIGENCE APPROACH TO ROUTING PLANNING OF UAVs NETWORKS

S YALÇIN - INTERNATIONAL RESEARCH IN ENGINEERING … - researchgate.net
Unmanned aerial vehicles (UAVs), commonly referred to as flying ad-hoc networks (FANET),
are a recently developed technology that has made it possible for a novel type of application …

RBDR: A Distributed Routing Algorithm in High Mobility UAV Network

W Pi, H Hao, S Yang, Y Liao… - … Conference on Networking …, 2019 - ieeexplore.ieee.org
High Mobility Unmanned Aerial Vehicle (UAV) network is a wireless mobile network with
strong mobility of nodes, limited space and energy of nodes and real-time changed of …

PSO-OLSR: A Particle Swarm Optimization based Proactive Routing Protocol for UAV Networks

FZ Rabahi, S Boudjit, NEH Bahloul… - 2022 IEEE 96th …, 2022 - ieeexplore.ieee.org
The application spectrum of Unmanned Aerial Vehicles (UAVs) has been expanding rapidly
in recent years, beyond their intended original use in the military sector, to target many …