AINeutralarXiv – CS AI · 7h ago6/10
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Digital Twin-Assisted Adaptive Multi-Agent DRL for Intelligent Spectrum and Resource Management in Open-RAN UAV-Enabled 6G Networks
Researchers propose a digital twin-assisted deep reinforcement learning framework for optimizing spectrum and resource allocation in 6G networks powered by UAVs. The hybrid approach combines particle swarm optimization for UAV trajectory planning with multi-agent DRL for dynamic spectrum-power management, demonstrating improvements in spectral efficiency and energy utilization in simulated environments.