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PatchSTG introduces a patch-based spatiotemporal graph Transformer for traffic forecasting on irregular sensor networks, achieving near-linear complexity while maintaining competitive performance.
Researchers at the University of Florida have developed BlueME, a magnetoelectric antenna that dramatically improves underwater communication for autonomous underwater vehicles, achieving reliable data exchange at distances up to 730 meters using only 10 watts of power.
This paper presents an AI-driven framework for energy-efficient environmental monitoring in smart cities using edge intelligence and TinyML, which dynamically activates sensors based on spatiotemporal conditions to reduce energy consumption and extend sensor lifespan.