The framework uses context-aware adaptive sensing on edge devices to reduce energy consumption in city-scale environmental monitoring, outperforming static and other adaptive strategies in simulations.
DP-Prox: A Robust and Differentially Private Framework for Federated Instruction Tuning of Small LLMs on 8 GB Edge Devices
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An AI-Driven Framework for Energy-Efficient Environmental Monitoring in Smart Cities Using Edge Intelligence
The framework uses context-aware adaptive sensing on edge devices to reduce energy consumption in city-scale environmental monitoring, outperforming static and other adaptive strategies in simulations.