Privacy-Enhanced Defense Control Framework for DC Microgrid Against Exponentially Unbounded Attacks
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3624388
Abstract: This paper introduces a novel, fully distributed privacy-enhanced defense control (PEDC) framework for DC Microgrid (DC MG), enhancing both resilience against exponentially unbounded false data injection (EU-FDI) attacks and exchanged data privacy on the sparse… read more here.
Keywords: enhanced defense; framework; control; privacy ... See more keywords
Privacy-Enhanced Personalized Federated Learning With Layer-Wise Gradient Shielding on Heterogeneous IoT Data
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2024.3391342
Abstract: Federated learning (FL) enables multiple Internet of Things (IoT) devices to collaboratively train a global model without centralizing raw data. However, achieving optimal performance for each device is challenging due to the heterogeneity of IoT… read more here.
Keywords: privacy; iot data; model; federated learning ... See more keywords
Comments on “Privacy-Enhanced Federated Learning Against Poisoning Adversaries”
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Information Forensics and Security"
DOI: 10.1109/tifs.2023.3238544
Abstract: Liu et al. (2021) recently proposed a privacy-enhanced framework named PEFL to efficiently detect poisoning behaviours in Federated Learning (FL) using homomorphic encryption. In this article, we show that PEFL does not preserve privacy. In… read more here.
Keywords: comments privacy; enhanced federated; federated learning; learning poisoning ... See more keywords
DEEP-FEL: Decentralized, Efficient and Privacy-Enhanced Federated Edge Learning for Healthcare Cyber Physical Systems
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Network Science and Engineering"
DOI: 10.1109/tnse.2022.3175945
Abstract: The rapid development of Internet of Things (IoT) stimulates the innovation for the health-related devices such as remote patient monitoring, connected inhalers and ingestible sensors. Simultaneously, with the aid of numerous equipments, a great number… read more here.
Keywords: enhanced federated; federated edge; efficient privacy; privacy enhanced ... See more keywords