FedRoute: A Multi-Server Federated Meta-DRL Routing Scheme for Tactical Air-Ground WSNs

Tactical air-ground wireless sensor networks (TAG-WSNs) are mission-critical wireless sensor networks (WSNs) that employ airborne sensor nodes (ASNs) to capture aerial sensor data during military operations, thereby overcoming the sensing coverage limitations of the ground network. However, intellig...

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Bibliographic Details
Published in:IEEE open journal of the Communications Society 2025, Vol.6, p.4176-4193
Main Authors: Okine, Andrews A., Adam, Nadir, Naeem, Faisal, Kaddoum, Georges
Format: Article
Language:English
Subjects:
Air to ground communication
Atmospheric modeling
Data communication
Deep reinforcement learning
federated learning
Jamming
Military operations
Network topologies
Nodes
Packets (communication)
Peer-to-peer computing
Reliability
Robot sensing systems
Routing
Routing (telecommunications)
Sensors
Servers
tactical wireless sensor networks
Training
Wireless sensor networks
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