Dies ist unsere neueste Auswahl an weltweiten Veröffentlichungen und Patenten in englischer Sprache zum Thema Internet of Things (IoT), die in zahlreichen wissenschaftlichen Online-Zeitschriften zu den Themen Internet of Things, IoT, Smart Device, Sensornetzwerk und Heimautomatisierung veröffentlicht wurden, tragbar Technologie, IIoT und Smart Home.
Patente: nicht aktuell Patent zu diesem speziellen Thema. Versuchen Sie es bitte mit der umfangreichen manuellen Suche in der oben verlinkten Patentdatenbank.
Blockchain-Enabled Federated Learning with Knowledge Distillation for Intrusion Detection
Published on 2025-02-17 by Mohammed Shalan, Md Rakibul Hasan, Yan Bai, Juan Li @MDPI
Abstract: The increasing adoption of smart home devices has raised significant concerns regarding privacy, security, and vulnerability to cyber threats. This study addresses these challenges by presenting a federated learning framework enhanced with blockchain technology to detect intrusions in smart home environments. The proposed approach combines knowledge distillation and transfer learning to support heterogeneous IoT devices with varying computational capacities, ensuring efficient local training wit[...]
Our summary: Study presents a blockchain-enabled federated learning framework for detecting intrusions in smart home environments. The approach combines knowledge distillation and transfer learning to support heterogeneous IoT devices, ensuring efficient local training without compromising privacy. Results show significant improvements in intrusion detection accuracy, particularly for resource-constrained devices.
Blockchain, Federated Learning, Knowledge Distillation, Intrusion Detection
Publication
