ABC-DFL replaces central FL servers with a permissioned blockchain and introduces FLECA for filtering malicious updates via adaptive thresholds and oracle-based clustering to achieve Byzantine-resilient decentralized learning for EV battery intelligence.
Source-Free Dynamic Weighted Federated Transfer Learning for State-of-Health Estimation of Lithium-Ion Batteries with Data Privacy
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Automated Byzantine-Resilient Clustered Decentralized Federated Learning for Battery Intelligence in Connected EVs
ABC-DFL replaces central FL servers with a permissioned blockchain and introduces FLECA for filtering malicious updates via adaptive thresholds and oracle-based clustering to achieve Byzantine-resilient decentralized learning for EV battery intelligence.