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Review Open access Aug 2026

Connected Environments: Advancing Monitoring and Decision Support through the Fusion of IoT Sensors and Intelligent Systems

The article discusses IoT sensing infrastructures, which comprise architectural foundations, sensor technologies, communication mechanisms, and deployment considerations that facilitate the acquisition of large volumes of data, and examines frameworks and strategies of fusion that combine heterogeneous sensor data and...

Jun Zhan, Wei Yu · 0 citations
Open access Jul 2026

Privacy-preserving clustered federated learning via differential privacy and homomorphically encrypted prototypes.

Privacy-Preserving Clustered Federated Learning (PPCFL), a split-stream framework that integrates adaptive Gaussian perturbation with threshold Paillier encrypted aggregation, achieves the highest final-round accuracy among the evaluated methods in the reported settings.

Jun Zhan, Zhenglong Jiang, Lang Liu · 0 citations

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