Livoa LogoLivoa

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))

Privacy mechanisms

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

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by kezi

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