Oct 2026
Federated reinforcement learning for joint task offloading and trajectory optimization in multi-UAV-assisted MEC
Yan-Pei Liu, Ke-Hua Liu, Xiao-Ye Shi et al.
· Cluster Computing · 0 citations
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#edge computing
Oct 2026
Queue-Stable Dynamic Deployment for UAV-Assisted Edge Networks via Lyapunov-Guided Deep Reinforcement Learning
UD-DDPG is proposed, a Lyapunov-guided queue-stable dynamic deployment framework for multi-UAV-assisted edge networks that jointly models task arrivals, air-to-ground transmission rates, UAV mobility constraints, and queue evolution, with the objective of minimizing long-term task transmission energy while maintaining...
Yan-Pei Liu, Xiao-Ye Shi, Ke-Hua Liu et al.
· Journal of Grid Computing · 0 citations