A resource-aware framework for energy and bandwidth efficient IoT intrusion detection using lightweight federated learning over SDN
The rapid growth of Internet of Things (IoT) deployments has widened the network attack surface while increasing the cost of centralised intrusion detection, particularly when raw traffic must be moved to remote servers. We propose HFL-SDN-IDS, a hierarchical, resource-aware framework that combines a lightweight federa...
Hossein Baghalzadeh, Nahideh Derakhshanfard, Masoud Kargar et al.
· Scientific Reports · 0 citations