Intelligent Intrusion Detection Based on Federated Learning for Edge-Assisted Internet of Things

<div>Intelligent intrusion detection based on FL-aided CNN for edge-assisted IoT. ① Model initialization; ② local model training and update; ③ ipload the updated local model parameters; ④ server aggregates and updates parameters of the global model; ⑤ download the updated global model parameters. Repeat ②–⑤, until model convergence.</div>

Security and Communication Networks

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Figure 2: Intelligent Intrusion Detection Based on Federated Learning for Edge-Assisted Internet of Things 