The proposed framework, EcoSense-AI, combines Energy-Weighted Federated Learning, Adaptive Differential Privacy, Energy-Aware Graph Neural Network-based topology modeling, and multi-objective resource optimization to facilitate secure, efficient, and adaptive edge-cloud collaborative intelligence for sustainable WSN-Io...
G. Elumalai, Dhanalakshmi Gopal, Jayaprakash Chinnadurai et al.
· Peer-to-Peer Networking and... · 0 citations
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Aug 2026
Results demonstrate that CLARET is a scalable, energy‐aware communication model with real‐time adaptability—opening a promising avenue for intelligent, high‐performance NoC architectures.
T. Dinesh kumar, Vijayalakshmi Nanjappan, Dhanalakshmi Gopal et al.
· Concurrency and Computation · 0 citations
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