Edge-Computing on Tenu Tech Brief https://cluster-site.onrender.com/tags/edge-computing/ Recent content in Edge-Computing on Tenu Tech Brief Hugo -- 0.146.0 en-us Tue, 24 Feb 2026 06:06:02 +0000 A Risk-Aware UAV-Edge Service Framework for Wildfire Monitoring and Emergency Response https://cluster-site.onrender.com/posts/a-risk-aware-uav-edge-service-framework-for-wildfire-monitoring-and-emergency-response/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/a-risk-aware-uav-edge-service-framework-for-wildfire-monitoring-and-emergency-response/ • Integrated UAV‑edge framework co‑optimizes route, fleet size, and edge service for wildfire monitoring. • Fire‑history‑weighted clustering prioritizes high‑risk zones, improving Carbon-aware decentralized dynamic task offloading in MIMO-MEC networks via multi-agent reinforcement learning https://cluster-site.onrender.com/posts/carbon-aware-decentralized-dynamic-task-offloading-in-mimo-mec-networks-via-multi-agent-reinforcement-learning/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/carbon-aware-decentralized-dynamic-task-offloading-in-mimo-mec-networks-via-multi-agent-reinforcement-learning/ • CADDTO-PPO introduces carbon‑aware decentralized task offloading for MIMO‑MEC networks in. • Uses multi‑agent proximal policy optimization to jointly minimize carbon emissions, EMS-FL: Federated Tuning of Mixture-of-Experts in Satellite-Terrestrial Networks via Expert-Driven Model Splitting https://cluster-site.onrender.com/posts/ems-fl-federated-tuning-of-mixture-of-experts-in-satellite-terrestrial-networks-via-expert-driven-model-splitting/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/ems-fl-federated-tuning-of-mixture-of-experts-in-satellite-terrestrial-networks-via-expert-driven-model-splitting/ • Combines Mixture‑of‑Experts (MoE) with satellite‑terrestrial networks (STN) to overcome data scarcity and compute limits in federated learning. • Introduces EMS‑FL, an expert‑dri Federated Learning-Assisted Optimization of Mobile Transmission with Digital Twins https://cluster-site.onrender.com/posts/federated-learning-assisted-optimization-of-mobile-transmission-with-digital-twins/ Tue, 24 Feb 2026 05:00:00 +0000 https://cluster-site.onrender.com/posts/federated-learning-assisted-optimization-of-mobile-transmission-with-digital-twins/ • Federated learning framework enables mobile transmission scheduling while preserving device privacy. • Three energy‑constrained problems tackled: minimize transmission time, fixe