IoT Devices
Resource-constrained data sources
Anomaly Detection
Statistical, ML, DL, Hybrid
S(x) = |x - μ| / σ
Federated Learning
Local model training
Privacy mechanisms
w^(t+1) = Σ (n_i w_i^(t+1))
Blockchain Validation
Consensus, smart contracts
If ∀i verify(Tx_i) = T_ru ⇒ Aggregate((w_i))
Energy & Sustainability
Computation, communication
T_total = T_comp + T_comm + T_cons
E_total = E_comp + E_comm + E_cons
Training Round Maintenance
Consensus Validation Feedback
by kezi