Author

Sunil Chinnadurai

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Open access 2026

AP3-FedFleet: Asynchronous Federated Learning With Dynamic Layer-Wise Privacy Protection for Heterogeneous IoT Systems

Federated learning (FL) enables multiple devices to collaboratively train machine learning models without sharing raw data, making it well-suited for Internet of Things (IoT) applications. However, this approach is not fully secure, as the exchanged gradients can still leak sensitive information. Attacks such as Deep L...

Mounika Mellamarthi, Ammar Summaq, Mukkara Prasanna Kumar et al. · IEEE Access · 0 citations

Open access 2026

Evolutionary Intelligence-Based IRS Deployment and Power Allocation for Sum-Rate Enhancement in 6G Networks

Sixth generation (6G) wireless networks aim to support high data rates, massive connectivity, and low latency; however, their performance is severely affected by blockage, fading, and interference in practical environments. Intelligent reflecting surfaces (IRS) have emerged as an effective solution for reconfiguring wi...

Mukkara Prasanna Kumar, Ammar Summaq, Nakka Shekhar et al. · IEEE Access · 0 citations